Pandas Profiling Report

Dataset statistics

Number of variables	208
Number of observations	17769
Missing cells	0
Missing cells (%)	0.0%
Total size in memory	28.2 MiB
Average record size in memory	1.6 KiB

Variable types

Numeric	208

Alerts

`flg_is_revised_term` is highly skewed (γ1 = 38.44476826)	Skewed
`ape_grp_de05ae` is highly skewed (γ1 = 86.59532028)	Skewed
`ape_grp_6a5788` is highly skewed (γ1 = 29.37932404)	Skewed
`ape_grp_22decf` is highly skewed (γ1 = 31.56011453)	Skewed
`ape_lh_507c37` is highly skewed (γ1 = 23.75788341)	Skewed
`ape_inv_e9f316` is highly skewed (γ1 = 61.00351571)	Skewed
`ape_grp_e04c3a` is highly skewed (γ1 = 31.63148208)	Skewed
`ape_lh_f852af` is highly skewed (γ1 = 21.00399161)	Skewed
`ape_lh_947b15` is highly skewed (γ1 = 61.09178468)	Skewed
`sumins_grp_de05ae` is highly skewed (γ1 = 65.27484539)	Skewed
`sumins_grp_6a5788` is highly skewed (γ1 = 23.68006293)	Skewed
`sumins_inv_e9f316` is highly skewed (γ1 = 55.38309653)	Skewed
`sumins_grp_fe5fb8` is highly skewed (γ1 = 133.3004126)	Skewed
`prempaid_grp_de05ae` is highly skewed (γ1 = 86.59532028)	Skewed
`prempaid_grp_6a5788` is highly skewed (γ1 = 29.37932404)	Skewed
`prempaid_grp_22decf` is highly skewed (γ1 = 33.07766766)	Skewed
`prempaid_lh_507c37` is highly skewed (γ1 = 25.83220982)	Skewed
`prempaid_inv_e9f316` is highly skewed (γ1 = 61.00351571)	Skewed
`prempaid_grp_e04c3a` is highly skewed (γ1 = 32.03666521)	Skewed
`prempaid_lh_f852af` is highly skewed (γ1 = 21.00399161)	Skewed
`ape_c4bda5` is highly skewed (γ1 = 61.00351571)	Skewed
`ape_507c37` is highly skewed (γ1 = 57.86983378)	Skewed
`sumins_c4bda5` is highly skewed (γ1 = 55.38309653)	Skewed
`sumins_ltc` is highly skewed (γ1 = 22.94742542)	Skewed
`prempaid_c4bda5` is highly skewed (γ1 = 61.00351571)	Skewed
`n_months_since_lapse_ltc_43b9d5` is highly skewed (γ1 = 21.15504508)	Skewed
`n_months_since_lapse_inv_e9f316` is highly skewed (γ1 = 56.0453885)	Skewed
`n_months_since_lapse_lh_947b15` is highly skewed (γ1 = 25.71697447)	Skewed
`n_months_last_bought_c4bda5` is highly skewed (γ1 = 22.88076815)	Skewed
`f_ever_bought_grp_de05ae` is highly skewed (γ1 = 50.35729436)	Skewed
`n_months_last_bought_grp_de05ae` is highly skewed (γ1 = 54.49980299)	Skewed
`n_months_last_bought_grp_6a5788` is highly skewed (γ1 = 23.12848077)	Skewed
`n_months_last_bought_inv_e9f316` is highly skewed (γ1 = 22.88076815)	Skewed
`race_desc_Chinese` has 7364 (41.4%) zeros	Zeros
`race_desc_Indian` has 16931 (95.3%) zeros	Zeros
`race_desc_Malay` has 16842 (94.8%) zeros	Zeros
`clttype_G` has 14462 (81.4%) zeros	Zeros
`clttype_P` has 3312 (18.6%) zeros	Zeros
`stat_flag_ACTIVE` has 765 (4.3%) zeros	Zeros
`stat_flag_LAPSED` has 17016 (95.8%) zeros	Zeros
`cltsex_fix_Male` has 8117 (45.7%) zeros	Zeros
`annual_income_est_B.100K-200K` has 17044 (95.9%) zeros	Zeros
`annual_income_est_C.60K-100K` has 15094 (84.9%) zeros	Zeros
`annual_income_est_D.30K-60K` has 15863 (89.3%) zeros	Zeros
`annual_income_est_E.BELOW30K` has 10002 (56.3%) zeros	Zeros
`flg_substandard` has 17092 (96.2%) zeros	Zeros
`flg_is_borderline_standard` has 17209 (96.8%) zeros	Zeros
`flg_is_revised_term` has 17757 (99.9%) zeros	Zeros
`flg_is_rental_flat` has 17556 (98.8%) zeros	Zeros
`flg_has_health_claim` has 16941 (95.3%) zeros	Zeros
`flg_has_life_claim` has 17708 (99.7%) zeros	Zeros
`flg_gi_claim` has 17211 (96.9%) zeros	Zeros
`flg_is_proposal` has 17721 (99.7%) zeros	Zeros
`flg_with_preauthorisation` has 17629 (99.2%) zeros	Zeros
`flg_is_returned_mail` has 17464 (98.3%) zeros	Zeros
`is_consent_to_mail` has 12351 (69.5%) zeros	Zeros
`is_consent_to_email` has 11320 (63.7%) zeros	Zeros
`is_consent_to_call` has 15759 (88.7%) zeros	Zeros
`is_consent_to_sms` has 13494 (75.9%) zeros	Zeros
`is_valid_dm` has 4667 (26.3%) zeros	Zeros
`is_valid_email` has 4301 (24.2%) zeros	Zeros
`is_housewife_retiree` has 17715 (99.7%) zeros	Zeros
`is_sg_pr` has 1235 (7.0%) zeros	Zeros
`is_class_1_2` has 7830 (44.1%) zeros	Zeros
`is_dependent_in_at_least_1_policy` has 16767 (94.4%) zeros	Zeros
`f_ever_declined_la` has 16537 (93.1%) zeros	Zeros
`flg_latest_being_lapse` has 16040 (90.3%) zeros	Zeros
`flg_latest_being_cancel` has 17638 (99.3%) zeros	Zeros
`recency_lapse` has 12403 (69.8%) zeros	Zeros
`recency_cancel` has 17149 (96.5%) zeros	Zeros
`tot_cancel_pols` has 17149 (96.5%) zeros	Zeros
`ape_grp_6fc3e6` has 17407 (98.0%) zeros	Zeros
`ape_grp_de05ae` has 17763 (> 99.9%) zeros	Zeros
`ape_grp_945b5a` has 16509 (92.9%) zeros	Zeros
`ape_grp_6a5788` has 17659 (99.4%) zeros	Zeros
`ape_ltc_43b9d5` has 14521 (81.7%) zeros	Zeros
`ape_grp_9cdedf` has 17277 (97.2%) zeros	Zeros
`ape_grp_1581d7` has 14952 (84.1%) zeros	Zeros
`ape_grp_22decf` has 17704 (99.6%) zeros	Zeros
`ape_lh_507c37` has 16830 (94.7%) zeros	Zeros
`ape_lh_839f8a` has 17187 (96.7%) zeros	Zeros
`ape_inv_e9f316` has 17696 (99.6%) zeros	Zeros
`ape_grp_caa6ff` has 17094 (96.2%) zeros	Zeros
`ape_grp_fd3bfb` has 17568 (98.9%) zeros	Zeros
`ape_lh_e22a6a` has 15038 (84.6%) zeros	Zeros
`ape_grp_70e1dd` has 14227 (80.1%) zeros	Zeros
`ape_grp_e04c3a` has 17626 (99.2%) zeros	Zeros
`ape_grp_fe5fb8` has 16636 (93.6%) zeros	Zeros
`ape_grp_94baec` has 16747 (94.2%) zeros	Zeros
`ape_grp_e91421` has 17515 (98.6%) zeros	Zeros
`ape_lh_f852af` has 16454 (92.6%) zeros	Zeros
`ape_lh_947b15` has 16317 (91.8%) zeros	Zeros
`sumins_grp_6fc3e6` has 17313 (97.4%) zeros	Zeros
`sumins_grp_de05ae` has 17763 (> 99.9%) zeros	Zeros
`sumins_grp_945b5a` has 16489 (92.8%) zeros	Zeros
`sumins_grp_6a5788` has 17655 (99.4%) zeros	Zeros
`sumins_ltc_43b9d5` has 14521 (81.7%) zeros	Zeros
`sumins_grp_9cdedf` has 17273 (97.2%) zeros	Zeros
`sumins_grp_1581d7` has 14821 (83.4%) zeros	Zeros
`sumins_lh_507c37` has 16938 (95.3%) zeros	Zeros
`sumins_inv_e9f316` has 17735 (99.8%) zeros	Zeros
`sumins_grp_caa6ff` has 17094 (96.2%) zeros	Zeros
`sumins_grp_fd3bfb` has 17568 (98.9%) zeros	Zeros
`sumins_grp_70e1dd` has 13585 (76.5%) zeros	Zeros
`sumins_grp_fe5fb8` has 17768 (> 99.9%) zeros	Zeros
`sumins_grp_e91421` has 17509 (98.5%) zeros	Zeros
`sumins_lh_f852af` has 16454 (92.6%) zeros	Zeros
`sumins_lh_947b15` has 16315 (91.8%) zeros	Zeros
`prempaid_grp_6fc3e6` has 17407 (98.0%) zeros	Zeros
`prempaid_grp_de05ae` has 17763 (> 99.9%) zeros	Zeros
`prempaid_grp_945b5a` has 16509 (92.9%) zeros	Zeros
`prempaid_grp_6a5788` has 17659 (99.4%) zeros	Zeros
`prempaid_ltc_43b9d5` has 14521 (81.7%) zeros	Zeros
`prempaid_grp_9cdedf` has 17277 (97.2%) zeros	Zeros
`prempaid_grp_1581d7` has 14952 (84.1%) zeros	Zeros
`prempaid_grp_22decf` has 17704 (99.6%) zeros	Zeros
`prempaid_lh_507c37` has 16830 (94.7%) zeros	Zeros
`prempaid_lh_839f8a` has 17187 (96.7%) zeros	Zeros
`prempaid_inv_e9f316` has 17696 (99.6%) zeros	Zeros
`prempaid_grp_caa6ff` has 17094 (96.2%) zeros	Zeros
`prempaid_grp_fd3bfb` has 17568 (98.9%) zeros	Zeros
`prempaid_lh_e22a6a` has 15038 (84.6%) zeros	Zeros
`prempaid_grp_70e1dd` has 14227 (80.1%) zeros	Zeros
`prempaid_grp_e04c3a` has 17626 (99.2%) zeros	Zeros
`prempaid_grp_fe5fb8` has 16636 (93.6%) zeros	Zeros
`prempaid_grp_94baec` has 16747 (94.2%) zeros	Zeros
`prempaid_grp_e91421` has 17515 (98.6%) zeros	Zeros
`prempaid_lh_f852af` has 16454 (92.6%) zeros	Zeros
`prempaid_lh_947b15` has 16317 (91.8%) zeros	Zeros
`ape_839f8a` has 15828 (89.1%) zeros	Zeros
`ape_e22a6a` has 14077 (79.2%) zeros	Zeros
`ape_c4bda5` has 17696 (99.6%) zeros	Zeros
`ape_ltc` has 14427 (81.2%) zeros	Zeros
`ape_507c37` has 11652 (65.6%) zeros	Zeros
`f_hold_839f8a` has 15828 (89.1%) zeros	Zeros
`f_hold_e22a6a` has 14077 (79.2%) zeros	Zeros
`f_hold_c4bda5` has 17696 (99.6%) zeros	Zeros
`f_hold_ltc` has 14427 (81.2%) zeros	Zeros
`f_hold_507c37` has 11652 (65.6%) zeros	Zeros
`sumins_839f8a` has 15806 (89.0%) zeros	Zeros
`sumins_c4bda5` has 17735 (99.8%) zeros	Zeros
`sumins_ltc` has 14423 (81.2%) zeros	Zeros
`sumins_507c37` has 11413 (64.2%) zeros	Zeros
`prempaid_839f8a` has 15828 (89.1%) zeros	Zeros
`prempaid_e22a6a` has 14077 (79.2%) zeros	Zeros
`prempaid_c4bda5` has 17696 (99.6%) zeros	Zeros
`prempaid_ltc` has 14427 (81.2%) zeros	Zeros
`prempaid_507c37` has 11652 (65.6%) zeros	Zeros
`n_months_since_lapse_grp_6fc3e6` has 17719 (99.7%) zeros	Zeros
`n_months_since_lapse_grp_de05ae` has 17763 (> 99.9%) zeros	Zeros
`n_months_since_lapse_grp_945b5a` has 17562 (98.8%) zeros	Zeros
`n_months_since_lapse_grp_6a5788` has 17727 (99.8%) zeros	Zeros
`n_months_since_lapse_ltc_43b9d5` has 17691 (99.6%) zeros	Zeros
`n_months_since_lapse_grp_9cdedf` has 17698 (99.6%) zeros	Zeros
`n_months_since_lapse_grp_1581d7` has 17237 (97.0%) zeros	Zeros
`n_months_since_lapse_grp_22decf` has 17650 (99.3%) zeros	Zeros
`n_months_since_lapse_lh_507c37` has 17289 (97.3%) zeros	Zeros
`n_months_since_lapse_lh_839f8a` has 17663 (99.4%) zeros	Zeros
`n_months_since_lapse_inv_e9f316` has 17748 (99.9%) zeros	Zeros
`n_months_since_lapse_grp_caa6ff` has 17655 (99.4%) zeros	Zeros
`n_months_since_lapse_grp_fd3bfb` has 17728 (99.8%) zeros	Zeros
`n_months_since_lapse_lh_e22a6a` has 16555 (93.2%) zeros	Zeros
`n_months_since_lapse_grp_70e1dd` has 17147 (96.5%) zeros	Zeros
`n_months_since_lapse_grp_e04c3a` has 17589 (99.0%) zeros	Zeros
`n_months_since_lapse_grp_fe5fb8` has 16994 (95.6%) zeros	Zeros
`n_months_since_lapse_grp_94baec` has 17225 (96.9%) zeros	Zeros
`n_months_since_lapse_grp_e91421` has 17710 (99.7%) zeros	Zeros
`n_months_since_lapse_lh_f852af` has 17484 (98.4%) zeros	Zeros
`n_months_since_lapse_lh_947b15` has 17660 (99.4%) zeros	Zeros
`f_ever_bought_839f8a` has 15634 (88.0%) zeros	Zeros
`f_ever_bought_e22a6a` has 13170 (74.1%) zeros	Zeros
`f_ever_bought_c4bda5` has 17692 (99.6%) zeros	Zeros
`f_ever_bought_ltc` has 14365 (80.8%) zeros	Zeros
`f_ever_bought_507c37` has 10825 (60.9%) zeros	Zeros
`f_ever_bought_gi` has 15666 (88.2%) zeros	Zeros
`n_months_last_bought_839f8a` has 15530 (87.4%) zeros	Zeros
`n_months_last_bought_e22a6a` has 12126 (68.2%) zeros	Zeros
`n_months_last_bought_c4bda5` has 17658 (99.4%) zeros	Zeros
`n_months_last_bought_ltc` has 14340 (80.7%) zeros	Zeros
`n_months_last_bought_507c37` has 8782 (49.4%) zeros	Zeros
`n_months_last_bought_gi` has 15170 (85.4%) zeros	Zeros
`f_ever_bought_grp_6fc3e6` has 17380 (97.8%) zeros	Zeros
`f_ever_bought_grp_de05ae` has 17762 (> 99.9%) zeros	Zeros
`f_ever_bought_grp_945b5a` has 16373 (92.1%) zeros	Zeros
`f_ever_bought_grp_6a5788` has 17639 (99.3%) zeros	Zeros
`f_ever_bought_ltc_43b9d5` has 14473 (81.5%) zeros	Zeros
`f_ever_bought_grp_9cdedf` has 17243 (97.0%) zeros	Zeros
`f_ever_bought_grp_1581d7` has 14623 (82.3%) zeros	Zeros
`f_ever_bought_grp_22decf` has 17679 (99.5%) zeros	Zeros
`f_ever_bought_lh_507c37` has 16355 (92.0%) zeros	Zeros
`f_ever_bought_lh_839f8a` has 17106 (96.3%) zeros	Zeros
`f_ever_bought_inv_e9f316` has 17692 (99.6%) zeros	Zeros
`f_ever_bought_grp_caa6ff` has 17050 (96.0%) zeros	Zeros
`f_ever_bought_grp_fd3bfb` has 17554 (98.8%) zeros	Zeros
`f_ever_bought_lh_e22a6a` has 14302 (80.5%) zeros	Zeros
`f_ever_bought_grp_70e1dd` has 13775 (77.5%) zeros	Zeros
`f_ever_bought_grp_e04c3a` has 17587 (99.0%) zeros	Zeros
`f_ever_bought_grp_fe5fb8` has 16336 (91.9%) zeros	Zeros
`f_ever_bought_grp_94baec` has 16466 (92.7%) zeros	Zeros
`f_ever_bought_grp_e91421` has 17493 (98.4%) zeros	Zeros
`f_ever_bought_lh_f852af` has 16319 (91.8%) zeros	Zeros
`f_ever_bought_lh_947b15` has 16224 (91.3%) zeros	Zeros
`n_months_last_bought_grp_6fc3e6` has 17277 (97.2%) zeros	Zeros
`n_months_last_bought_grp_de05ae` has 17757 (99.9%) zeros	Zeros
`n_months_last_bought_grp_945b5a` has 16284 (91.6%) zeros	Zeros
`n_months_last_bought_grp_6a5788` has 17612 (99.1%) zeros	Zeros
`n_months_last_bought_ltc_43b9d5` has 14473 (81.5%) zeros	Zeros
`n_months_last_bought_grp_9cdedf` has 17221 (96.9%) zeros	Zeros
`n_months_last_bought_grp_1581d7` has 14399 (81.0%) zeros	Zeros
`n_months_last_bought_grp_22decf` has 17216 (96.9%) zeros	Zeros
`n_months_last_bought_lh_507c37` has 16354 (92.0%) zeros	Zeros
`n_months_last_bought_lh_839f8a` has 17089 (96.2%) zeros	Zeros
`n_months_last_bought_inv_e9f316` has 17658 (99.4%) zeros	Zeros
`n_months_last_bought_grp_caa6ff` has 16973 (95.5%) zeros	Zeros
`n_months_last_bought_grp_fd3bfb` has 17539 (98.7%) zeros	Zeros
`n_months_last_bought_lh_e22a6a` has 14302 (80.5%) zeros	Zeros
`n_months_last_bought_grp_70e1dd` has 13085 (73.6%) zeros	Zeros
`n_months_last_bought_grp_e04c3a` has 17105 (96.3%) zeros	Zeros
`n_months_last_bought_grp_fe5fb8` has 14604 (82.2%) zeros	Zeros
`n_months_last_bought_grp_94baec` has 15323 (86.2%) zeros	Zeros
`n_months_last_bought_grp_e91421` has 17468 (98.3%) zeros	Zeros
`n_months_last_bought_lh_f852af` has 16319 (91.8%) zeros	Zeros
`n_months_last_bought_lh_947b15` has 16219 (91.3%) zeros	Zeros
`n_months_last_bought_32c74c` has 16424 (92.4%) zeros	Zeros
`f_elx` has 13641 (76.8%) zeros	Zeros
`f_mindef_mha` has 15250 (85.8%) zeros	Zeros
`f_retail` has 4356 (24.5%) zeros	Zeros
`flg_affconnect_show_interest_ever` has 17278 (97.2%) zeros	Zeros
`flg_affconnect_ready_to_buy_ever` has 16962 (95.5%) zeros	Zeros
`n_months_since_visit_affcon` has 17180 (96.7%) zeros	Zeros
`flg_hlthclaim_839f8a_ever` has 17484 (98.4%) zeros	Zeros
`flg_hlthclaim_14cb37_ever` has 16397 (92.3%) zeros	Zeros
`f_purchase_lh` has 17059 (96.0%) zeros	Zeros

Reproduction

Analysis started	2024-01-29 14:30:27.160890
Analysis finished	2024-01-29 14:30:28.562241
Duration	1.4 second
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

race_desc_Chinese
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5855703754

Minimum	0
Maximum	1
Zeros	7364
Zeros (%)	41.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4926371575
Coefficient of variation (CV)	0.8412945365
Kurtosis	-1.8794996
Mean	0.5855703754
Median Absolute Deviation (MAD)	0
Skewness	-0.3474362685
Sum	10405
Variance	0.242691369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	10405	58.6%
0	7364	41.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7364	41.4%
1	10405	58.6%

Value	Count	Frequency (%)
1	10405	58.6%
0	7364	41.4%

race_desc_Indian
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04716078564

Minimum	0
Maximum	1
Zeros	16931
Zeros (%)	95.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.21198862
Coefficient of variation (CV)	4.495018841
Kurtosis	16.25846453
Mean	0.04716078564
Median Absolute Deviation (MAD)	0
Skewness	4.272778319
Sum	838
Variance	0.04493917501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16931	95.3%
1	838	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16931	95.3%
1	838	4.7%

Value	Count	Frequency (%)
1	838	4.7%
0	16931	95.3%

race_desc_Malay
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05216950869

Minimum	0
Maximum	1
Zeros	16842
Zeros (%)	94.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2223749852
Coefficient of variation (CV)	4.262547046
Kurtosis	14.2276666
Mean	0.05216950869
Median Absolute Deviation (MAD)	0
Skewness	4.028159035
Sum	927
Variance	0.04945063403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16842	94.8%
1	927	5.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16842	94.8%
1	927	5.2%

Value	Count	Frequency (%)
1	927	5.2%
0	16842	94.8%

clttype_G
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1861106421

Minimum	0
Maximum	1
Zeros	14462
Zeros (%)	81.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3892068808
Coefficient of variation (CV)	2.091266122
Kurtosis	0.6023232236
Mean	0.1861106421
Median Absolute Deviation (MAD)	0
Skewness	1.613150781
Sum	3307
Variance	0.1514819961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	14462	81.4%
1	3307	18.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14462	81.4%
1	3307	18.6%

Value	Count	Frequency (%)
1	3307	18.6%
0	14462	81.4%

clttype_P
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8136079689

Minimum	0
Maximum	1
Zeros	3312
Zeros (%)	18.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3894336617
Coefficient of variation (CV)	0.4786502548
Kurtosis	0.5946343628
Mean	0.8136079689
Median Absolute Deviation (MAD)	0
Skewness	-1.610766105
Sum	14457
Variance	0.1516585768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	14457	81.4%
0	3312	18.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3312	18.6%
1	14457	81.4%

Value	Count	Frequency (%)
1	14457	81.4%
0	3312	18.6%

stat_flag_ACTIVE
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9569474928

Minimum	0
Maximum	1
Zeros	765
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2029810521
Coefficient of variation (CV)	0.2121130508
Kurtosis	18.27792084
Mean	0.9569474928
Median Absolute Deviation (MAD)	0
Skewness	-4.502872813
Sum	17004
Variance	0.04120130752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	17004	95.7%
0	765	4.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	765	4.3%
1	17004	95.7%

Value	Count	Frequency (%)
1	17004	95.7%
0	765	4.3%

stat_flag_LAPSED
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04237717373

Minimum	0
Maximum	1
Zeros	17016
Zeros (%)	95.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2014537983
Coefficient of variation (CV)	4.753828076
Kurtosis	18.64744645
Mean	0.04237717373
Median Absolute Deviation (MAD)	0
Skewness	4.543715175
Sum	753
Variance	0.04058363283
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17016	95.8%
1	753	4.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17016	95.8%
1	753	4.2%

Value	Count	Frequency (%)
1	753	4.2%
0	17016	95.8%

cltsex_fix_Male
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5431932016

Minimum	0
Maximum	1
Zeros	8117
Zeros (%)	45.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4981448711
Coefficient of variation (CV)	0.9170675729
Kurtosis	-1.970141805
Mean	0.5431932016
Median Absolute Deviation (MAD)	0
Skewness	-0.1734357466
Sum	9652
Variance	0.2481483126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	9652	54.3%
0	8117	45.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8117	45.7%
1	9652	54.3%

Value	Count	Frequency (%)
1	9652	54.3%
0	8117	45.7%

annual_income_est_B.100K-200K
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04080139569

Minimum	0
Maximum	1
Zeros	17044
Zeros (%)	95.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1978353974
Coefficient of variation (CV)	4.848740932
Kurtosis	19.55734291
Mean	0.04080139569
Median Absolute Deviation (MAD)	0
Skewness	4.642751516
Sum	725
Variance	0.03913884445
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17044	95.9%
1	725	4.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17044	95.9%
1	725	4.1%

Value	Count	Frequency (%)
1	725	4.1%
0	17044	95.9%

annual_income_est_C.60K-100K
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1505430806

Minimum	0
Maximum	1
Zeros	15094
Zeros (%)	84.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3576130013
Coefficient of variation (CV)	2.375486139
Kurtosis	1.820689489
Mean	0.1505430806
Median Absolute Deviation (MAD)	0
Skewness	1.954605989
Sum	2675
Variance	0.1278870587
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	15094	84.9%
1	2675	15.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15094	84.9%
1	2675	15.1%

Value	Count	Frequency (%)
1	2675	15.1%
0	15094	84.9%

annual_income_est_D.30K-60K
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1072654623

Minimum	0
Maximum	1
Zeros	15863
Zeros (%)	89.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.309459161
Coefficient of variation (CV)	2.884984172
Kurtosis	4.444407241
Mean	0.1072654623
Median Absolute Deviation (MAD)	0
Skewness	2.53848518
Sum	1906
Variance	0.09576497236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	15863	89.3%
1	1906	10.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15863	89.3%
1	1906	10.7%

Value	Count	Frequency (%)
1	1906	10.7%
0	15863	89.3%

annual_income_est_E.BELOW30K
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4371095729

Minimum	0
Maximum	1
Zeros	10002
Zeros (%)	56.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4960429838
Coefficient of variation (CV)	1.134825258
Kurtosis	-1.935906471
Mean	0.4371095729
Median Absolute Deviation (MAD)	0
Skewness	0.2535970013
Sum	7767
Variance	0.2460586418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	10002	56.3%
1	7767	43.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10002	56.3%
1	7767	43.7%

Value	Count	Frequency (%)
1	7767	43.7%
0	10002	56.3%

min_occ_date
Real number (ℝ)

Distinct	54
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2014.723564

Minimum	1959
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	1959
5-th percentile	2003
Q1	2010
median	2016
Q3	2020
95-th percentile	2023
Maximum	2023
Range	64
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.100797654
Coefficient of variation (CV)	0.003524452576
Kurtosis	2.688817582
Mean	2014.723564
Median Absolute Deviation (MAD)	5
Skewness	-1.263059386
Sum	35799623
Variance	50.42132733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2023	2000	11.3%
2022	1432	8.1%
2020	1283	7.2%
2016	1146	6.4%
2015	1078	6.1%
2018	938	5.3%
2019	878	4.9%
2021	858	4.8%
2017	794	4.5%
2014	767	4.3%
Other values (44)	6595	37.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1959	1	< 0.1%
1962	1	< 0.1%
1968	1	< 0.1%
1971	1	< 0.1%
1972	1	< 0.1%

Value	Count	Frequency (%)
2023	2000	11.3%
2022	1432	8.1%
2021	858	4.8%
2020	1283	7.2%
2019	878	4.9%

cltdob_fix
Real number (ℝ)

Distinct	82
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.55045304

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	10
5-th percentile	27
Q1	36
median	45
Q3	54
95-th percentile	67
Maximum	100
Range	90
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	12.40080638
Coefficient of variation (CV)	0.2722433159
Kurtosis	-0.4624698916
Mean	45.55045304
Median Absolute Deviation (MAD)	9
Skewness	0.322077637
Sum	809386
Variance	153.7799988
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34	569	3.2%
36	552	3.1%
48	535	3.0%
35	519	2.9%
51	514	2.9%
39	510	2.9%
45	509	2.9%
52	498	2.8%
40	496	2.8%
46	495	2.8%
Other values (72)	12572	70.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	2	< 0.1%
11	3	< 0.1%
12	2	< 0.1%
15	2	< 0.1%
18	3	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
97	1	< 0.1%
94	2	< 0.1%
93	1	< 0.1%
91	1	< 0.1%

flg_substandard
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03810006191

Minimum	0
Maximum	1
Zeros	17092
Zeros (%)	96.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1914432287
Coefficient of variation (CV)	5.024748493
Kurtosis	21.29261437
Mean	0.03810006191
Median Absolute Deviation (MAD)	0
Skewness	4.825993968
Sum	677
Variance	0.0366505098
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17092	96.2%
1	677	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17092	96.2%
1	677	3.8%

Value	Count	Frequency (%)
1	677	3.8%
0	17092	96.2%

flg_is_borderline_standard
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03151556081

Minimum	0
Maximum	1
Zeros	17209
Zeros (%)	96.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1747113278
Coefficient of variation (CV)	5.543652828
Kurtosis	26.77076831
Mean	0.03151556081
Median Absolute Deviation (MAD)	0
Skewness	5.363558065
Sum	560
Variance	0.03052404806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17209	96.8%
1	560	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17209	96.8%
1	560	3.2%

Value	Count	Frequency (%)
1	560	3.2%
0	17209	96.8%

flg_is_revised_term
Real number (ℝ)

SKEWED ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0006753334459

Minimum	0
Maximum	1
Zeros	17757
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.02597913304
Coefficient of variation (CV)	38.46860124
Kurtosis	1476.166358
Mean	0.0006753334459
Median Absolute Deviation (MAD)	0
Skewness	38.44476826
Sum	12
Variance	0.0006749153534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17757	99.9%
1	12	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17757	99.9%
1	12	0.1%

Value	Count	Frequency (%)
1	12	0.1%
0	17757	99.9%

flg_is_rental_flat
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01198716866

Minimum	0
Maximum	1
Zeros	17556
Zeros (%)	98.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1088307999
Coefficient of variation (CV)	9.078941239
Kurtosis	78.45708068
Mean	0.01198716866
Median Absolute Deviation (MAD)	0
Skewness	8.969294839
Sum	213
Variance	0.01184414301
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17556	98.8%
1	213	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17556	98.8%
1	213	1.2%

Value	Count	Frequency (%)
1	213	1.2%
0	17556	98.8%

flg_has_health_claim
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04659800777

Minimum	0
Maximum	1
Zeros	16941
Zeros (%)	95.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2107821952
Coefficient of variation (CV)	4.523416457
Kurtosis	16.51400458
Mean	0.04659800777
Median Absolute Deviation (MAD)	0
Skewness	4.302574328
Sum	828
Variance	0.04442913381
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16941	95.3%
1	828	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16941	95.3%
1	828	4.7%

Value	Count	Frequency (%)
1	828	4.7%
0	16941	95.3%

flg_has_life_claim
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.003432945017

Minimum	0
Maximum	1
Zeros	17708
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.05849232814
Coefficient of variation (CV)	17.03852752
Kurtosis	286.379442
Mean	0.003432945017
Median Absolute Deviation (MAD)	0
Skewness	16.98078939
Sum	61
Variance	0.003421352451
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17708	99.7%
1	61	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17708	99.7%
1	61	0.3%

Value	Count	Frequency (%)
1	61	0.3%
0	17708	99.7%

flg_gi_claim
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03140300523

Minimum	0
Maximum	1
Zeros	17211
Zeros (%)	96.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1744091981
Coefficient of variation (CV)	5.553901508
Kurtosis	26.88440917
Mean	0.03140300523
Median Absolute Deviation (MAD)	0
Skewness	5.374140229
Sum	558
Variance	0.03041856839
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17211	96.9%
1	558	3.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17211	96.9%
1	558	3.1%

Value	Count	Frequency (%)
1	558	3.1%
0	17211	96.9%

flg_is_proposal
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.002701333784

Minimum	0
Maximum	1
Zeros	17721
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.05190557005
Coefficient of variation (CV)	19.21479321
Kurtosis	365.2933277
Mean	0.002701333784
Median Absolute Deviation (MAD)	0
Skewness	19.16382561
Sum	48
Variance	0.002694188202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17721	99.7%
1	48	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17721	99.7%
1	48	0.3%

Value	Count	Frequency (%)
1	48	0.3%
0	17721	99.7%

flg_with_preauthorisation
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.007878890202

Minimum	0
Maximum	1
Zeros	17629
Zeros (%)	99.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.08841523188
Coefficient of variation (CV)	11.22178754
Kurtosis	121.9640243
Mean	0.007878890202
Median Absolute Deviation (MAD)	0
Skewness	11.13329675
Sum	140
Variance	0.007817253229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17629	99.2%
1	140	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17629	99.2%
1	140	0.8%

Value	Count	Frequency (%)
1	140	0.8%
0	17629	99.2%

flg_is_returned_mail
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01716472508

Minimum	0
Maximum	1
Zeros	17464
Zeros (%)	98.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1298885937
Coefficient of variation (CV)	7.567181707
Kurtosis	53.29181308
Mean	0.01716472508
Median Absolute Deviation (MAD)	0
Skewness	7.435443148
Sum	305
Variance	0.01687104676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17464	98.3%
1	305	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17464	98.3%
1	305	1.7%

Value	Count	Frequency (%)
1	305	1.7%
0	17464	98.3%

is_consent_to_mail
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3049130508

Minimum	0
Maximum	1
Zeros	12351
Zeros (%)	69.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4603835472
Coefficient of variation (CV)	1.50988469
Kurtosis	-1.281730578
Mean	0.3049130508
Median Absolute Deviation (MAD)	0
Skewness	0.8475928863
Sum	5418
Variance	0.2119530105
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	12351	69.5%
1	5418	30.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12351	69.5%
1	5418	30.5%

Value	Count	Frequency (%)
1	5418	30.5%
0	12351	69.5%

is_consent_to_email
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3629354494

Minimum	0
Maximum	1
Zeros	11320
Zeros (%)	63.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4808599816
Coefficient of variation (CV)	1.324918749
Kurtosis	-1.675123129
Mean	0.3629354494
Median Absolute Deviation (MAD)	0
Skewness	0.5701450942
Sum	6449
Variance	0.2312263219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	11320	63.7%
1	6449	36.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11320	63.7%
1	6449	36.3%

Value	Count	Frequency (%)
1	6449	36.3%
0	11320	63.7%

is_consent_to_call
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1131183522

Minimum	0
Maximum	1
Zeros	15759
Zeros (%)	88.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3167463288
Coefficient of variation (CV)	2.800132098
Kurtosis	3.969299148
Mean	0.1131183522
Median Absolute Deviation (MAD)	0
Skewness	2.443123491
Sum	2010
Variance	0.1003282368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	15759	88.7%
1	2010	11.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15759	88.7%
1	2010	11.3%

Value	Count	Frequency (%)
1	2010	11.3%
0	15759	88.7%

is_consent_to_sms
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2405875401

Minimum	0
Maximum	1
Zeros	13494
Zeros (%)	75.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4274522879
Coefficient of variation (CV)	1.776701685
Kurtosis	-0.5265117971
Mean	0.2405875401
Median Absolute Deviation (MAD)	0
Skewness	1.213897639
Sum	4275
Variance	0.1827154585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	13494	75.9%
1	4275	24.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13494	75.9%
1	4275	24.1%

Value	Count	Frequency (%)
1	4275	24.1%
0	13494	75.9%

is_valid_dm
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7373515673

Minimum	0
Maximum	1
Zeros	4667
Zeros (%)	26.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4400853702
Coefficient of variation (CV)	0.5968460497
Kurtosis	-0.8363216038
Mean	0.7373515673
Median Absolute Deviation (MAD)	0
Skewness	-1.078782898
Sum	13102
Variance	0.1936751331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	13102	73.7%
0	4667	26.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4667	26.3%
1	13102	73.7%

Value	Count	Frequency (%)
1	13102	73.7%
0	4667	26.3%

is_valid_email
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7579492374

Minimum	0
Maximum	1
Zeros	4301
Zeros (%)	24.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4283369192
Coefficient of variation (CV)	0.5651261299
Kurtosis	-0.5491024832
Mean	0.7579492374
Median Absolute Deviation (MAD)	0
Skewness	-1.204557734
Sum	13468
Variance	0.1834725163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	13468	75.8%
0	4301	24.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4301	24.2%
1	13468	75.8%

Value	Count	Frequency (%)
1	13468	75.8%
0	4301	24.2%

is_housewife_retiree
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.003039000507

Minimum	0
Maximum	1
Zeros	17715
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.0550448499
Coefficient of variation (CV)	18.11281366
Kurtosis	324.1501465
Mean	0.003039000507
Median Absolute Deviation (MAD)	0
Skewness	18.05861738
Sum	54
Variance	0.0030299355
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17715	99.7%
1	54	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17715	99.7%
1	54	0.3%

Value	Count	Frequency (%)
1	54	0.3%
0	17715	99.7%

is_sg_pr
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9304969329

Minimum	0
Maximum	1
Zeros	1235
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2543148258
Coefficient of variation (CV)	0.273310762
Kurtosis	9.465549759
Mean	0.9304969329
Median Absolute Deviation (MAD)	0
Skewness	-3.385924448
Sum	16534
Variance	0.06467603062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	16534	93.0%
0	1235	7.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1235	7.0%
1	16534	93.0%

Value	Count	Frequency (%)
1	16534	93.0%
0	1235	7.0%

is_class_1_2
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5593449266

Minimum	0
Maximum	1
Zeros	7830
Zeros (%)	44.1%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4964796589
Coefficient of variation (CV)	0.8876091216
Kurtosis	-1.94305479
Mean	0.5593449266
Median Absolute Deviation (MAD)	0
Skewness	-0.2390897828
Sum	9939
Variance	0.2464920517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	9939	55.9%
0	7830	44.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7830	44.1%
1	9939	55.9%

Value	Count	Frequency (%)
1	9939	55.9%
0	7830	44.1%

is_dependent_in_at_least_1_policy
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05639034273

Minimum	0
Maximum	1
Zeros	16767
Zeros (%)	94.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2306804429
Coefficient of variation (CV)	4.090779231
Kurtosis	12.79723154
Mean	0.05639034273
Median Absolute Deviation (MAD)	0
Skewness	3.846529755
Sum	1002
Variance	0.05321346671
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16767	94.4%
1	1002	5.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16767	94.4%
1	1002	5.6%

Value	Count	Frequency (%)
1	1002	5.6%
0	16767	94.4%

f_ever_declined_la
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.06933423378

Minimum	0
Maximum	1
Zeros	16537
Zeros (%)	93.1%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2540287965
Coefficient of variation (CV)	3.66382929
Kurtosis	9.500399962
Mean	0.06933423378
Median Absolute Deviation (MAD)	0
Skewness	3.3910663
Sum	1232
Variance	0.06453062945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16537	93.1%
1	1232	6.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16537	93.1%
1	1232	6.9%

Value	Count	Frequency (%)
1	1232	6.9%
0	16537	93.1%

hh_20
Real number (ℝ)

Distinct	337
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.98283527

Minimum	0
Maximum	547
Zeros	65
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	59
median	88
Q3	111
95-th percentile	197
Maximum	547
Range	547
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	58.10736705
Coefficient of variation (CV)	0.6457605706
Kurtosis	4.727428629
Mean	89.98283527
Median Absolute Deviation (MAD)	26
Skewness	1.316927721
Sum	1598905
Variance	3376.466106
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88	2768	15.6%
1	1351	7.6%
90	207	1.2%
84	180	1.0%
82	171	1.0%
111	165	0.9%
85	163	0.9%
91	163	0.9%
89	163	0.9%
108	161	0.9%
Other values (327)	12277	69.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	65	0.4%
1	1351	7.6%
2	23	0.1%
3	13	0.1%
4	18	0.1%

Value	Count	Frequency (%)
547	3	< 0.1%
537	1	< 0.1%
501	1	< 0.1%
486	2	< 0.1%
484	1	< 0.1%

pop_20
Real number (ℝ)

Distinct	870
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	297.1209128

Minimum	0
Maximum	2412
Zeros	65
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	169
median	291.5
Q3	397
95-th percentile	639
Maximum	2412
Range	2412
Interquartile range (IQR)	228

Descriptive statistics

Standard deviation	199.6998049
Coefficient of variation (CV)	0.6721162876
Kurtosis	4.680120444
Mean	297.1209128
Median Absolute Deviation (MAD)	112.5
Skewness	1.179514146
Sum	5279541.5
Variance	39880.01207
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
291.5	2609	14.7%
3	566	3.2%
2	293	1.6%
4	254	1.4%
1	195	1.1%
0	65	0.4%
248	58	0.3%
5	50	0.3%
397	49	0.3%
263	48	0.3%
Other values (860)	13582	76.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	65	0.4%
1	195	1.1%
2	293	1.6%
3	566	3.2%
4	254	1.4%

Value	Count	Frequency (%)
2412	1	< 0.1%
1869	1	< 0.1%
1787	3	< 0.1%
1633	5	< 0.1%
1625	1	< 0.1%

hh_size
Real number (ℝ)

Distinct	4932
Distinct (%)	27.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.240090895

Minimum	0
Maximum	8
Zeros	65
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1.45
Q1	2.77734375
median	3.25
Q3	3.743589744
95-th percentile	4.653846154
Maximum	8
Range	8
Interquartile range (IQR)	0.966245994

Descriptive statistics

Standard deviation	1.041543717
Coefficient of variation (CV)	0.3214550922
Kurtosis	4.413772277
Mean	3.240090895
Median Absolute Deviation (MAD)	0.485294118
Skewness	0.818879828
Sum	57573.17511
Variance	1.084813315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.25	2650	14.9%
3	675	3.8%
1	501	2.8%
2	340	1.9%
4	287	1.6%
8	78	0.4%
3.5	65	0.4%
0	65	0.4%
5	61	0.3%
2.5	56	0.3%
Other values (4922)	12991	73.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	65	0.4%
1	501	2.8%
1.013157895	1	< 0.1%
1.024390244	3	< 0.1%
1.025	1	< 0.1%

Value	Count	Frequency (%)
8	78	0.4%
7.99137931	5	< 0.1%
7.989690722	1	< 0.1%
7.988888889	1	< 0.1%
7.988636364	3	< 0.1%

hh_size_est
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.24897293

Minimum	0
Maximum	5
Zeros	65
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.034483771
Coefficient of variation (CV)	0.318403321
Kurtosis	-0.03359867618
Mean	3.24897293
Median Absolute Deviation (MAD)	1
Skewness	-0.03002603908
Sum	57731
Variance	1.070156672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	8700	49.0%
4	3220	18.1%
5	2673	15.0%
2	2275	12.8%
1	836	4.7%
0	65	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	65	0.4%
1	836	4.7%
2	2275	12.8%
3	8700	49.0%
4	3220	18.1%

Value	Count	Frequency (%)
5	2673	15.0%
4	3220	18.1%
3	8700	49.0%
2	2275	12.8%
1	836	4.7%

n_months_last_bought_products
Real number (ℝ)

Distinct	392
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.77646463

Minimum	-4
Maximum	785
Zeros	25
Zeros (%)	0.1%
Negative	8
Negative (%)	< 0.1%
Memory size	138.9 KiB

Quantile statistics

Minimum	-4
5-th percentile	2
Q1	8
median	31
Q3	74
95-th percentile	171.6
Maximum	785
Range	789
Interquartile range (IQR)	66

Descriptive statistics

Standard deviation	62.00859229
Coefficient of variation (CV)	1.197621211
Kurtosis	12.7379945
Mean	51.77646463
Median Absolute Deviation (MAD)	23
Skewness	2.71718414
Sum	920016
Variance	3845.065518
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	2007	11.3%
13	549	3.1%
5	495	2.8%
2	495	2.8%
1	407	2.3%
4	358	2.0%
11	321	1.8%
14	315	1.8%
3	313	1.8%
6	301	1.7%
Other values (382)	12208	68.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4	2	< 0.1%
-3	1	< 0.1%
-2	2	< 0.1%
-1	3	< 0.1%
0	25	0.1%

Value	Count	Frequency (%)
785	1	< 0.1%
748	1	< 0.1%
669	1	< 0.1%
638	1	< 0.1%
620	1	< 0.1%

flg_latest_being_lapse
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.097304294

Minimum	0
Maximum	1
Zeros	16040
Zeros (%)	90.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2963800126
Coefficient of variation (CV)	3.045908874
Kurtosis	5.38668505
Mean	0.097304294
Median Absolute Deviation (MAD)	0
Skewness	2.717734123
Sum	1729
Variance	0.08784111187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16040	90.3%
1	1729	9.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16040	90.3%
1	1729	9.7%

Value	Count	Frequency (%)
1	1729	9.7%
0	16040	90.3%

flg_latest_being_cancel
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.007372390118

Minimum	0
Maximum	1
Zeros	17638
Zeros (%)	99.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.08554793889
Coefficient of variation (CV)	11.60382692
Kurtosis	130.6857568
Mean	0.007372390118
Median Absolute Deviation (MAD)	0
Skewness	11.51829186
Sum	131
Variance	0.007318449848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17638	99.3%
1	131	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17638	99.3%
1	131	0.7%

Value	Count	Frequency (%)
1	131	0.7%
0	17638	99.3%

recency_lapse
Real number (ℝ)

ZEROS

Distinct	305
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.20383815

Minimum	0
Maximum	489
Zeros	12403
Zeros (%)	69.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	16
95-th percentile	132
Maximum	489
Range	489
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	49.40348452
Coefficient of variation (CV)	2.129108306
Kurtosis	9.813954503
Mean	23.20383815
Median Absolute Deviation (MAD)	0
Skewness	2.811367831
Sum	412309
Variance	2440.704283
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12403	69.8%
56	117	0.7%
50	113	0.6%
3	108	0.6%
32	94	0.5%
4	94	0.5%
38	94	0.5%
9	83	0.5%
5	78	0.4%
68	75	0.4%
Other values (295)	4510	25.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12403	69.8%
1	4	< 0.1%
2	48	0.3%
3	108	0.6%
4	94	0.5%

Value	Count	Frequency (%)
489	1	< 0.1%
487	1	< 0.1%
486	1	< 0.1%
452	1	< 0.1%
432	1	< 0.1%

recency_cancel
Real number (ℝ)

ZEROS

Distinct	113
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.671787945

Minimum	0
Maximum	147
Zeros	17149
Zeros (%)	96.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	147
Range	147
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.57540267
Coefficient of variation (CV)	6.325803877
Kurtosis	56.44806988
Mean	1.671787945
Median Absolute Deviation (MAD)	0
Skewness	7.247154837
Sum	29706
Variance	111.8391416
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17149	96.5%
11	41	0.2%
13	16	0.1%
9	16	0.1%
41	15	0.1%
3	12	0.1%
60	10	0.1%
94	10	0.1%
72	10	0.1%
73	10	0.1%
Other values (103)	480	2.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17149	96.5%
1	4	< 0.1%
2	6	< 0.1%
3	12	0.1%
4	4	< 0.1%

Value	Count	Frequency (%)
147	1	< 0.1%
145	1	< 0.1%
142	1	< 0.1%
135	1	< 0.1%
134	1	< 0.1%

tot_inforce_pols
Real number (ℝ)

Distinct	27
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.512352974

Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	7
Maximum	29
Range	28
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.539130263
Coefficient of variation (CV)	1.010658251
Kurtosis	14.57577722
Mean	2.512352974
Median Absolute Deviation (MAD)	1
Skewness	3.213200104
Sum	44642
Variance	6.447182492
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
1	8518	47.9%
2	3721	20.9%
3	2062	11.6%
4	1175	6.6%
5	699	3.9%
6	466	2.6%
7	251	1.4%
8	236	1.3%
9	151	0.8%
10	112	0.6%
Other values (17)	378	2.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	8518	47.9%
2	3721	20.9%
3	2062	11.6%
4	1175	6.6%
5	699	3.9%

Value	Count	Frequency (%)
29	2	< 0.1%
27	1	< 0.1%
26	1	< 0.1%
25	2	< 0.1%
23	4	< 0.1%

tot_cancel_pols
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04215206258

Minimum	0
Maximum	6
Zeros	17149
Zeros (%)	96.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2460205688
Coefficient of variation (CV)	5.836501318
Kurtosis	94.80871139
Mean	0.04215206258
Median Absolute Deviation (MAD)	0
Skewness	8.050249568
Sum	749
Variance	0.06052612028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	17149	96.5%
1	525	3.0%
2	71	0.4%
3	18	0.1%
4	4	< 0.1%
6	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17149	96.5%
1	525	3.0%
2	71	0.4%
3	18	0.1%
4	4	< 0.1%

Value	Count	Frequency (%)
6	2	< 0.1%
4	4	< 0.1%
3	18	0.1%
2	71	0.4%
1	525	3.0%

ape_grp_6fc3e6
Real number (ℝ)

ZEROS

Distinct	39
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7514604086

Minimum	0
Maximum	270
Zeros	17407
Zeros (%)	98.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	270
Range	270
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.272497677
Coefficient of variation (CV)	9.677818809
Kurtosis	281.0703692
Mean	0.7514604086
Median Absolute Deviation (MAD)	0
Skewness	14.46983651
Sum	13352.7
Variance	52.88922246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	17407	98.0%
6	82	0.5%
36	80	0.5%
12	26	0.1%
72	23	0.1%
15	19	0.1%
18	19	0.1%
60	17	0.1%
108	16	0.1%
24	13	0.1%
Other values (29)	67	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17407	98.0%
3	1	< 0.1%
3.6	2	< 0.1%
6	82	0.5%
9	3	< 0.1%

Value	Count	Frequency (%)
270	1	< 0.1%
180	2	< 0.1%
156	1	< 0.1%
144	2	< 0.1%
123	1	< 0.1%

ape_grp_de05ae
Real number (ℝ)

SKEWED ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1760594293

Minimum	0
Maximum	1274.4
Zeros	17763
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1274.4
Range	1274.4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	12.16998419
Coefficient of variation (CV)	69.12429644
Kurtosis	8187.16311
Mean	0.1760594293
Median Absolute Deviation (MAD)	0
Skewness	86.59532028
Sum	3128.4
Variance	148.1085151
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	17763	> 99.9%
120	1	< 0.1%
238.56	1	< 0.1%
360.48	1	< 0.1%
1274.4	1	< 0.1%
852.72	1	< 0.1%
282.24	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17763	> 99.9%
120	1	< 0.1%
238.56	1	< 0.1%
282.24	1	< 0.1%
360.48	1	< 0.1%

Value	Count	Frequency (%)
1274.4	1	< 0.1%
852.72	1	< 0.1%
360.48	1	< 0.1%
282.24	1	< 0.1%
238.56	1	< 0.1%

ape_grp_945b5a
Real number (ℝ)

ZEROS

Distinct	281
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.28359109

Minimum	0
Maximum	6106.8
Zeros	16509
Zeros (%)	92.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	155.628
Maximum	6106.8
Range	6106.8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	241.6042039
Coefficient of variation (CV)	6.150257582
Kurtosis	153.0406657
Mean	39.28359109
Median Absolute Deviation (MAD)	0
Skewness	10.82855431
Sum	698030.13
Variance	58372.59136
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16509	92.9%
756	99	0.6%
50	64	0.4%
453.6	62	0.3%
216	48	0.3%
155.4	44	0.2%
432	41	0.2%
648	39	0.2%
88.8	37	0.2%
310.8	37	0.2%
Other values (271)	789	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16509	92.9%
15	1	< 0.1%
19	1	< 0.1%
25	3	< 0.1%
26.64	1	< 0.1%

Value	Count	Frequency (%)
6106.8	1	< 0.1%
5234.4	2	< 0.1%
4384.8	5	< 0.1%
4362	2	< 0.1%
3758.4	5	< 0.1%

ape_grp_6a5788
Real number (ℝ)

SKEWED ZEROS

Distinct	94
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.35721425

Minimum	0
Maximum	4192.96
Zeros	17659
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4192.96
Range	4192.96
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	78.29929109
Coefficient of variation (CV)	17.97003466
Kurtosis	1119.604596
Mean	4.35721425
Median Absolute Deviation (MAD)	0
Skewness	29.37932404
Sum	77423.34
Variance	6130.778985
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17659	99.4%
512.5	7	< 0.1%
211.8	4	< 0.1%
340.2	3	< 0.1%
486	3	< 0.1%
569.25	2	< 0.1%
372	2	< 0.1%
56.4	2	< 0.1%
1164.72	2	< 0.1%
73.06	1	< 0.1%
Other values (84)	84	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17659	99.4%
56.37	1	< 0.1%
56.4	2	< 0.1%
72	1	< 0.1%
73.06	1	< 0.1%

Value	Count	Frequency (%)
4192.96	1	< 0.1%
3390	1	< 0.1%
3261.2	1	< 0.1%
2908.32	1	< 0.1%
2436.13	1	< 0.1%

ape_ltc_43b9d5
Real number (ℝ)

ZEROS

Distinct	421
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	108.7847375

Minimum	0
Maximum	6168
Zeros	14521
Zeros (%)	81.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	557
Maximum	6168
Range	6168
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	251.7657266
Coefficient of variation (CV)	2.31434788
Kurtosis	32.86318617
Mean	108.7847375
Median Absolute Deviation (MAD)	0
Skewness	3.549216651
Sum	1932996
Variance	63385.98107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14521	81.7%
534	215	1.2%
530	165	0.9%
554	147	0.8%
541	132	0.7%
543	111	0.6%
525	107	0.6%
536	99	0.6%
559	88	0.5%
551	76	0.4%
Other values (411)	2108	11.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14521	81.7%
277	1	< 0.1%
289	1	< 0.1%
314	1	< 0.1%
329	1	< 0.1%

Value	Count	Frequency (%)
6168	1	< 0.1%
3833	1	< 0.1%
3248	1	< 0.1%
3146	1	< 0.1%
2945	1	< 0.1%

ape_grp_9cdedf
Real number (ℝ)

ZEROS

Distinct	120
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.455823063

Minimum	0
Maximum	2544
Zeros	17277
Zeros (%)	97.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2544
Range	2544
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	53.97542181
Coefficient of variation (CV)	8.360734377
Kurtosis	447.9799194
Mean	6.455823063
Median Absolute Deviation (MAD)	0
Skewness	16.22062002
Sum	114713.52
Variance	2913.34616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17277	97.2%
300	90	0.5%
75	43	0.2%
180	31	0.2%
150	31	0.2%
90	23	0.1%
60	23	0.1%
30	20	0.1%
240	13	0.1%
135	12	0.1%
Other values (110)	206	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17277	97.2%
5.63	1	< 0.1%
18.6	2	< 0.1%
22.5	1	< 0.1%
25	3	< 0.1%

Value	Count	Frequency (%)
2544	1	< 0.1%
1735.2	1	< 0.1%
1272	1	< 0.1%
1200	1	< 0.1%
936	1	< 0.1%

ape_grp_1581d7
Real number (ℝ)

ZEROS

Distinct	269
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.657160786

Minimum	0
Maximum	1155
Zeros	14952
Zeros (%)	84.1%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	36
Maximum	1155
Range	1155
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	22.91212893
Coefficient of variation (CV)	4.919763347
Kurtosis	511.9783715
Mean	4.657160786
Median Absolute Deviation (MAD)	0
Skewness	16.14256223
Sum	82753.09
Variance	524.9656522
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14952	84.1%
6	1124	6.3%
36	544	3.1%
60	109	0.6%
18	97	0.5%
12	80	0.5%
30	69	0.4%
24	53	0.3%
5.5	49	0.3%
1.2	49	0.3%
Other values (259)	643	3.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14952	84.1%
0.6	4	< 0.1%
1.2	49	0.3%
1.8	3	< 0.1%
2.4	10	0.1%

Value	Count	Frequency (%)
1155	1	< 0.1%
716.93	1	< 0.1%
588.48	2	< 0.1%
393.07	1	< 0.1%
381.15	1	< 0.1%

ape_grp_22decf
Real number (ℝ)

SKEWED ZEROS

Distinct	55
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.026665541

Minimum	0
Maximum	5892
Zeros	17704
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5892
Range	5892
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	115.3988996
Coefficient of variation (CV)	22.9573459
Kurtosis	1179.008189
Mean	5.026665541
Median Absolute Deviation (MAD)	0
Skewness	31.56011453
Sum	89318.82
Variance	13316.90602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17704	99.6%
2164.2	3	< 0.1%
52	2	< 0.1%
954.9	2	< 0.1%
1127.9	2	< 0.1%
1824.2	2	< 0.1%
381	2	< 0.1%
3200.5	2	< 0.1%
162	2	< 0.1%
2458	2	< 0.1%
Other values (45)	46	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17704	99.6%
26	2	< 0.1%
40	1	< 0.1%
52	2	< 0.1%
127	1	< 0.1%

Value	Count	Frequency (%)
5892	1	< 0.1%
5213.25	1	< 0.1%
4670.2	1	< 0.1%
4395	1	< 0.1%
3975	1	< 0.1%

ape_lh_507c37
Real number (ℝ)

SKEWED ZEROS

Distinct	531
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.69223929

Minimum	0
Maximum	28741
Zeros	16830
Zeros (%)	94.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	157
Maximum	28741
Range	28741
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	575.8521377
Coefficient of variation (CV)	8.03227997
Kurtosis	919.694801
Mean	71.69223929
Median Absolute Deviation (MAD)	0
Skewness	23.75788341
Sum	1273899.4
Variance	331605.6845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16830	94.7%
396	30	0.2%
420	14	0.1%
157	13	0.1%
780	12	0.1%
139	11	0.1%
528	11	0.1%
540	9	0.1%
324	9	0.1%
134	8	< 0.1%
Other values (521)	822	4.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16830	94.7%
96	1	< 0.1%
111	3	< 0.1%
117.6	1	< 0.1%
120	2	< 0.1%

Value	Count	Frequency (%)
28741	1	< 0.1%
27782	1	< 0.1%
24972	1	< 0.1%
12509	1	< 0.1%
11076	1	< 0.1%

ape_lh_839f8a
Real number (ℝ)

ZEROS

Distinct	459
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.71123867

Minimum	0
Maximum	11928
Zeros	17187
Zeros (%)	96.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	11928
Range	11928
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	362.6193652
Coefficient of variation (CV)	6.627877086
Kurtosis	155.5092681
Mean	54.71123867
Median Absolute Deviation (MAD)	0
Skewness	10.12530861
Sum	972164
Variance	131492.804
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17187	96.7%
1080	7	< 0.1%
624	6	< 0.1%
804	5	< 0.1%
1932	4	< 0.1%
612	4	< 0.1%
1272	4	< 0.1%
528	4	< 0.1%
372	4	< 0.1%
1248	4	< 0.1%
Other values (449)	540	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17187	96.7%
372	4	< 0.1%
376	1	< 0.1%
381	1	< 0.1%
403	1	< 0.1%

Value	Count	Frequency (%)
11928	1	< 0.1%
7608	1	< 0.1%
6960	1	< 0.1%
6924	1	< 0.1%
6144	1	< 0.1%

ape_inv_e9f316
Real number (ℝ)

SKEWED ZEROS

Distinct	41
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.92970904

Minimum	0
Maximum	150000
Zeros	17696
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	150000
Range	150000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1730.044899
Coefficient of variation (CV)	28.86790085
Kurtosis	4608.401478
Mean	59.92970904
Median Absolute Deviation (MAD)	0
Skewness	61.00351571
Sum	1064891
Variance	2993055.352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	17696	99.6%
3600	11	0.1%
6000	7	< 0.1%
10000	6	< 0.1%
12000	5	< 0.1%
15000	4	< 0.1%
20000	3	< 0.1%
30000	3	< 0.1%
25000	2	< 0.1%
6108	1	< 0.1%
Other values (31)	31	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17696	99.6%
1200	1	< 0.1%
1800	1	< 0.1%
2448	1	< 0.1%
2552	1	< 0.1%

Value	Count	Frequency (%)
150000	1	< 0.1%
120000	1	< 0.1%
60000	1	< 0.1%
40000	1	< 0.1%
34000	1	< 0.1%

ape_grp_caa6ff
Real number (ℝ)

ZEROS

Distinct	98
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.06090832

Minimum	0
Maximum	4356
Zeros	17094
Zeros (%)	96.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4356
Range	4356
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	118.2202928
Coefficient of variation (CV)	6.92930825
Kurtosis	267.921187
Mean	17.06090832
Median Absolute Deviation (MAD)	0
Skewness	13.02109465
Sum	303155.28
Variance	13976.03763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17094	96.2%
482.4	168	0.9%
160.8	93	0.5%
321.6	66	0.4%
241.2	39	0.2%
151.2	32	0.2%
835.2	32	0.2%
402	14	0.1%
1663.2	14	0.1%
804	13	0.1%
Other values (88)	204	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17094	96.2%
25.2	1	< 0.1%
50.4	9	0.1%
51	1	< 0.1%
55.68	1	< 0.1%

Value	Count	Frequency (%)
4356	1	< 0.1%
3630	1	< 0.1%
2736	1	< 0.1%
2682	1	< 0.1%
2649.6	1	< 0.1%

ape_grp_fd3bfb
Real number (ℝ)

ZEROS

Distinct	80
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.154171872

Minimum	0
Maximum	2736
Zeros	17568
Zeros (%)	98.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2736
Range	2736
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	61.64146696
Coefficient of variation (CV)	11.9595288
Kurtosis	451.4775515
Mean	5.154171872
Median Absolute Deviation (MAD)	0
Skewness	17.95551349
Sum	91584.48
Variance	3799.67045
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17568	98.9%
482.4	23	0.1%
160.8	19	0.1%
321.6	13	0.1%
151.2	12	0.1%
100.8	8	< 0.1%
278.4	8	< 0.1%
784.8	7	< 0.1%
556.8	6	< 0.1%
804	6	< 0.1%
Other values (70)	99	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17568	98.9%
50.4	4	< 0.1%
60.6	1	< 0.1%
75.6	1	< 0.1%
80.4	2	< 0.1%

Value	Count	Frequency (%)
2736	1	< 0.1%
1818	1	< 0.1%
1704	1	< 0.1%
1648.8	1	< 0.1%
1257.6	1	< 0.1%

ape_lh_e22a6a
Real number (ℝ)

ZEROS

Distinct	1008
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	209.1598289

Minimum	0
Maximum	15444
Zeros	15038
Zeros (%)	84.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1386
Maximum	15444
Range	15444
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	746.1723496
Coefficient of variation (CV)	3.567474469
Kurtosis	63.06555072
Mean	209.1598289
Median Absolute Deviation (MAD)	0
Skewness	6.482850049
Sum	3716561
Variance	556773.1754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15038	84.6%
462	69	0.4%
437	58	0.3%
318	52	0.3%
157	48	0.3%
292	46	0.3%
367	45	0.3%
1051	42	0.2%
382	36	0.2%
449	35	0.2%
Other values (998)	2300	12.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15038	84.6%
65	1	< 0.1%
72	1	< 0.1%
80	20	0.1%
93	28	0.2%

Value	Count	Frequency (%)
15444	1	< 0.1%
14857	1	< 0.1%
12178	1	< 0.1%
11797	1	< 0.1%
10612	1	< 0.1%

ape_grp_70e1dd
Real number (ℝ)

ZEROS

Distinct	852
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.38878609

Minimum	0
Maximum	4792.8
Zeros	14227
Zeros (%)	80.1%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	300
Maximum	4792.8
Range	4792.8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	178.8423598
Coefficient of variation (CV)	4.121856727
Kurtosis	194.7710783
Mean	43.38878609
Median Absolute Deviation (MAD)	0
Skewness	11.32388548
Sum	770975.34
Variance	31984.58967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14227	80.1%
300	535	3.0%
30	404	2.3%
60	204	1.1%
90	151	0.8%
75	144	0.8%
45	143	0.8%
150	137	0.8%
180	103	0.6%
37.56	94	0.5%
Other values (842)	1627	9.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14227	80.1%
3	6	< 0.1%
6	46	0.3%
8.5	1	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
4792.8	1	< 0.1%
4592	1	< 0.1%
4551.66	1	< 0.1%
4540	1	< 0.1%
3804	1	< 0.1%

ape_grp_e04c3a
Real number (ℝ)

SKEWED ZEROS

Distinct	96
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.03746863

Minimum	0
Maximum	13876
Zeros	17626
Zeros (%)	99.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	13876
Range	13876
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	204.9857574
Coefficient of variation (CV)	17.02897542
Kurtosis	1505.618742
Mean	12.03746863
Median Absolute Deviation (MAD)	0
Skewness	31.63148208
Sum	213893.78
Variance	42019.16072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17626	99.2%
162	22	0.1%
547	5	< 0.1%
256	5	< 0.1%
1390	4	< 0.1%
2577	4	< 0.1%
357	3	< 0.1%
859	3	< 0.1%
781	2	< 0.1%
1875.18	2	< 0.1%
Other values (86)	93	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17626	99.2%
162	22	0.1%
193	1	< 0.1%
238	1	< 0.1%
256	5	< 0.1%

Value	Count	Frequency (%)
13876	1	< 0.1%
6960	1	< 0.1%
6106.48	1	< 0.1%
5940	1	< 0.1%
5299.2	2	< 0.1%

ape_grp_fe5fb8
Real number (ℝ)

ZEROS

Distinct	390
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55.54444482

Minimum	0
Maximum	7967.5
Zeros	16636
Zeros (%)	93.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	317.8
Maximum	7967.5
Range	7967.5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	309.6907216
Coefficient of variation (CV)	5.57554806
Kurtosis	132.6632538
Mean	55.54444482
Median Absolute Deviation (MAD)	0
Skewness	9.798407717
Sum	986969.24
Variance	95908.34302
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16636	93.6%
137.55	40	0.2%
235	27	0.2%
423	27	0.2%
318	26	0.1%
695	17	0.1%
395	17	0.1%
563	16	0.1%
585	15	0.1%
960	15	0.1%
Other values (380)	933	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16636	93.6%
52	7	< 0.1%
100	2	< 0.1%
114	1	< 0.1%
120	1	< 0.1%

Value	Count	Frequency (%)
7967.5	1	< 0.1%
6288.46	1	< 0.1%
6016.5	1	< 0.1%
5680.54	1	< 0.1%
5546.36	2	< 0.1%

ape_grp_94baec
Real number (ℝ)

ZEROS

Distinct	374
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.47344701

Minimum	0
Maximum	10726
Zeros	16747
Zeros (%)	94.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	112
Maximum	10726
Range	10726
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	321.9370953
Coefficient of variation (CV)	7.579726109
Kurtosis	292.387714
Mean	42.47344701
Median Absolute Deviation (MAD)	0
Skewness	14.52684863
Sum	754710.68
Variance	103643.4933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16747	94.2%
186	30	0.2%
157	29	0.2%
289	22	0.1%
26	20	0.1%
166	20	0.1%
3255	19	0.1%
411	19	0.1%
48	17	0.1%
196	16	0.1%
Other values (364)	830	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16747	94.2%
24	2	< 0.1%
26	20	0.1%
34	4	< 0.1%
38	1	< 0.1%

Value	Count	Frequency (%)
10726	1	< 0.1%
10297	1	< 0.1%
9309	1	< 0.1%
7364	1	< 0.1%
6485.5	1	< 0.1%

ape_grp_e91421
Real number (ℝ)

ZEROS

Distinct	122
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.61936181

Minimum	0
Maximum	5234.4
Zeros	17515
Zeros (%)	98.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5234.4
Range	5234.4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	137.8091724
Coefficient of variation (CV)	11.86030478
Kurtosis	409.104456
Mean	11.61936181
Median Absolute Deviation (MAD)	0
Skewness	17.92986124
Sum	206464.44
Variance	18991.36801
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17515	98.6%
756	16	0.1%
432	15	0.1%
216	14	0.1%
648	11	0.1%
595.2	7	< 0.1%
1125.6	7	< 0.1%
324	6	< 0.1%
52.8	5	< 0.1%
1785.6	5	< 0.1%
Other values (112)	168	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17515	98.6%
30	1	< 0.1%
40	1	< 0.1%
49.13	1	< 0.1%
49.75	1	< 0.1%

Value	Count	Frequency (%)
5234.4	1	< 0.1%
4384.8	1	< 0.1%
3758.4	1	< 0.1%
3343.2	1	< 0.1%
3307.2	1	< 0.1%

ape_lh_f852af
Real number (ℝ)

SKEWED ZEROS

Distinct	943
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	152.5155912

Minimum	0
Maximum	51648
Zeros	16454
Zeros (%)	92.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1272
Maximum	51648
Range	51648
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	778.2281815
Coefficient of variation (CV)	5.102613938
Kurtosis	1121.435614
Mean	152.5155912
Median Absolute Deviation (MAD)	0
Skewness	21.00399161
Sum	2710049.54
Variance	605639.1024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16454	92.6%
636	7	< 0.1%
1752	6	< 0.1%
1380	6	< 0.1%
1632	6	< 0.1%
768	6	< 0.1%
1740	6	< 0.1%
2028	6	< 0.1%
1188	6	< 0.1%
684	6	< 0.1%
Other values (933)	1260	7.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16454	92.6%
202	1	< 0.1%
204	1	< 0.1%
236	1	< 0.1%
244	1	< 0.1%

Value	Count	Frequency (%)
51648	1	< 0.1%
15847	1	< 0.1%
12547	1	< 0.1%
11544	1	< 0.1%
10975	1	< 0.1%

ape_lh_947b15
Real number (ℝ)

SKEWED ZEROS

Distinct	1208
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	467.5186899

Minimum	0
Maximum	391118.2
Zeros	16317
Zeros (%)	91.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2520
Maximum	391118.2
Range	391118.2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3877.449286
Coefficient of variation (CV)	8.293677602
Kurtosis	5843.535218
Mean	467.5186899
Median Absolute Deviation (MAD)	0
Skewness	61.09178468
Sum	8307339.6
Variance	15034612.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16317	91.8%
996	7	< 0.1%
1224	6	< 0.1%
4284	5	< 0.1%
1596	5	< 0.1%
2940	5	< 0.1%
1296	4	< 0.1%
1200	4	< 0.1%
2784	4	< 0.1%
1356	4	< 0.1%
Other values (1198)	1408	7.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16317	91.8%
47	1	< 0.1%
51	1	< 0.1%
114	1	< 0.1%
137	1	< 0.1%

Value	Count	Frequency (%)
391118.2	1	< 0.1%
85380.6	1	< 0.1%
80073	1	< 0.1%
60110	1	< 0.1%
59981.6	1	< 0.1%

sumins_grp_6fc3e6
Real number (ℝ)

ZEROS

Distinct	37
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12604.53599

Minimum	0
Maximum	3000000
Zeros	17313
Zeros (%)	97.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	3000000
Range	3000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	118008.2582
Coefficient of variation (CV)	9.362364338
Kurtosis	216.7396079
Mean	12604.53599
Median Absolute Deviation (MAD)	0
Skewness	13.36320379
Sum	223970000
Variance	1.392594901 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	17313	97.4%
50000	96	0.5%
100000	84	0.5%
600000	81	0.5%
200000	24	0.1%
1200000	23	0.1%
300000	20	0.1%
250000	19	0.1%
1000000	17	0.1%
1800000	16	0.1%
Other values (27)	76	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17313	97.4%
50000	96	0.5%
60000	2	< 0.1%
100000	84	0.5%
150000	3	< 0.1%

Value	Count	Frequency (%)
3000000	3	< 0.1%
2600000	1	< 0.1%
2400000	2	< 0.1%
2050000	1	< 0.1%
2000000	5	< 0.1%

sumins_grp_de05ae
Real number (ℝ)

SKEWED ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.7334684

Minimum	0
Maximum	82236
Zeros	17763
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	82236
Range	82236
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1040.940495
Coefficient of variation (CV)	58.69920489
Kurtosis	4543.453757
Mean	17.7334684
Median Absolute Deviation (MAD)	0
Skewness	65.27484539
Sum	315106
Variance	1083557.114
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	17763	> 99.9%
27000	1	< 0.1%
36228	1	< 0.1%
34762	1	< 0.1%
76080	1	< 0.1%
82236	1	< 0.1%
58800	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17763	> 99.9%
27000	1	< 0.1%
34762	1	< 0.1%
36228	1	< 0.1%
58800	1	< 0.1%

Value	Count	Frequency (%)
82236	1	< 0.1%
76080	1	< 0.1%
58800	1	< 0.1%
36228	1	< 0.1%
34762	1	< 0.1%

sumins_grp_945b5a
Real number (ℝ)

ZEROS

Distinct	143
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26663.17047

Minimum	0
Maximum	1200000
Zeros	16489
Zeros (%)	92.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	200000
Maximum	1200000
Range	1200000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	120061.6066
Coefficient of variation (CV)	4.502900613
Kurtosis	26.90314067
Mean	26663.17047
Median Absolute Deviation (MAD)	0
Skewness	5.118583369
Sum	473777876
Variance	1.441478939 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16489	92.8%
700000	283	1.6%
200000	178	1.0%
50000	128	0.7%
400000	113	0.6%
600000	108	0.6%
300000	63	0.4%
100000	58	0.3%
60000	47	0.3%
500000	46	0.3%
Other values (133)	256	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16489	92.8%
10000	3	< 0.1%
12060	1	< 0.1%
12500	8	< 0.1%
12960	1	< 0.1%

Value	Count	Frequency (%)
1200000	1	< 0.1%
1000000	34	0.2%
960000	1	< 0.1%
904500	1	< 0.1%
800000	2	< 0.1%

sumins_grp_6a5788
Real number (ℝ)

SKEWED ZEROS

Distinct	97
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	562.8303225

Minimum	0
Maximum	505901
Zeros	17655
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	505901
Range	505901
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8612.867213
Coefficient of variation (CV)	15.30277753
Kurtosis	873.2910093
Mean	562.8303225
Median Absolute Deviation (MAD)	0
Skewness	23.68006293
Sum	10000932
Variance	74181481.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17655	99.4%
125000	8	< 0.1%
180000	4	< 0.1%
90000	3	< 0.1%
12000	2	< 0.1%
150000	2	< 0.1%
60000	2	< 0.1%
24000	2	< 0.1%
45000	2	< 0.1%
25000	2	< 0.1%
Other values (87)	87	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17655	99.4%
8100	1	< 0.1%
12000	2	< 0.1%
13748	1	< 0.1%
17820	1	< 0.1%

Value	Count	Frequency (%)
505901	1	< 0.1%
214920	1	< 0.1%
187506	1	< 0.1%
180000	4	< 0.1%
175500	1	< 0.1%

sumins_ltc_43b9d5
Real number (ℝ)

ZEROS

Distinct	55
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	223.8593055

Minimum	0
Maximum	5000
Zeros	14521
Zeros (%)	81.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1400
Maximum	5000
Range	5000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	522.2728975
Coefficient of variation (CV)	2.333040819
Kurtosis	7.801823893
Mean	223.8593055
Median Absolute Deviation (MAD)	0
Skewness	2.577247291
Sum	3977756
Variance	272768.9794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14521	81.7%
1200	440	2.5%
1500	323	1.8%
1000	321	1.8%
1100	315	1.8%
1400	253	1.4%
1300	244	1.4%
800	237	1.3%
900	165	0.9%
700	161	0.9%
Other values (45)	789	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14521	81.7%
200	14	0.1%
300	27	0.2%
400	55	0.3%
500	77	0.4%

Value	Count	Frequency (%)
5000	4	< 0.1%
4000	10	0.1%
3605	1	< 0.1%
3500	2	< 0.1%
3400	3	< 0.1%

sumins_grp_9cdedf
Real number (ℝ)

ZEROS

Distinct	67
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18722.57235

Minimum	0
Maximum	4000000
Zeros	17273
Zeros (%)	97.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4000000
Range	4000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	146723.1508
Coefficient of variation (CV)	7.836698294
Kurtosis	169.9189262
Mean	18722.57235
Median Absolute Deviation (MAD)	0
Skewness	11.39200047
Sum	332681388
Variance	2.152768297 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17273	97.2%
1000000	96	0.5%
500000	39	0.2%
200000	37	0.2%
250000	37	0.2%
100000	34	0.2%
600000	31	0.2%
300000	28	0.2%
2000000	14	0.1%
800000	14	0.1%
Other values (57)	166	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17273	97.2%
12500	1	< 0.1%
30000	2	< 0.1%
50000	13	0.1%
62000	2	< 0.1%

Value	Count	Frequency (%)
4000000	1	< 0.1%
3000000	7	< 0.1%
2800000	2	< 0.1%
2200000	1	< 0.1%
2000000	14	0.1%

sumins_grp_1581d7
Real number (ℝ)

ZEROS

Distinct	197
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44422.14683

Minimum	0
Maximum	3300000
Zeros	14821
Zeros (%)	83.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	305740.8
Maximum	3300000
Range	3300000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	147389.8187
Coefficient of variation (CV)	3.317935517
Kurtosis	31.38882501
Mean	44422.14683
Median Absolute Deviation (MAD)	0
Skewness	4.657493139
Sum	789337127
Variance	2.172375866 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14821	83.4%
100000	1181	6.6%
600000	540	3.0%
50000	265	1.5%
300000	115	0.6%
1000000	109	0.6%
200000	98	0.6%
500000	76	0.4%
60000	58	0.3%
20000	53	0.3%
Other values (187)	453	2.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14821	83.4%
5000	18	0.1%
10000	19	0.1%
17448	1	< 0.1%
20000	53	0.3%

Value	Count	Frequency (%)
3300000	1	< 0.1%
1433868	1	< 0.1%
1408905	1	< 0.1%
1320006	1	< 0.1%
1160012	1	< 0.1%

sumins_lh_507c37
Real number (ℝ)

ZEROS

Distinct	388
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19333.01154

Minimum	0
Maximum	6000000
Zeros	16938
Zeros (%)	95.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6000000
Range	6000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	138597.3129
Coefficient of variation (CV)	7.168945853
Kurtosis	341.5760806
Mean	19333.01154
Median Absolute Deviation (MAD)	0
Skewness	13.91949658
Sum	343528282
Variance	1.920921514 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16938	95.3%
1000000	136	0.8%
100000	59	0.3%
250000	50	0.3%
3000	40	0.2%
500000	30	0.2%
200000	24	0.1%
150000	11	0.1%
5000	11	0.1%
300000	10	0.1%
Other values (378)	460	2.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16938	95.3%
126	1	< 0.1%
136	1	< 0.1%
186	1	< 0.1%
191	1	< 0.1%

Value	Count	Frequency (%)
6000000	1	< 0.1%
4000000	1	< 0.1%
3803845	1	< 0.1%
3013800	1	< 0.1%
3000000	1	< 0.1%

sumins_inv_e9f316
Real number (ℝ)

SKEWED ZEROS

Distinct	29
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	494.5692695

Minimum	0
Maximum	1500000
Zeros	17735
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1500000
Range	1500000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	20547.18784
Coefficient of variation (CV)	41.54562184
Kurtosis	3509.063104
Mean	494.5692695
Median Absolute Deviation (MAD)	0
Skewness	55.38309653
Sum	8788001.35
Variance	422186928.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	17735	99.8%
500	3	< 0.1%
700000	2	< 0.1%
850	2	< 0.1%
300	2	< 0.1%
6000	2	< 0.1%
1450300	1	< 0.1%
300200	1	< 0.1%
15000	1	< 0.1%
4500	1	< 0.1%
Other values (19)	19	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17735	99.8%
200	1	< 0.1%
300	2	< 0.1%
350	1	< 0.1%
500	3	< 0.1%

Value	Count	Frequency (%)
1500000	1	< 0.1%
1450300	1	< 0.1%
1000000	1	< 0.1%
700000	2	< 0.1%
450200.82	1	< 0.1%

sumins_grp_caa6ff
Real number (ℝ)

ZEROS

Distinct	29
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16822.21847

Minimum	0
Maximum	1000000
Zeros	17094
Zeros (%)	96.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1000000
Range	1000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	94464.616
Coefficient of variation (CV)	5.615467197
Kurtosis	42.85619315
Mean	16822.21847
Median Absolute Deviation (MAD)	0
Skewness	6.312050322
Sum	298914000
Variance	8923563676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	17094	96.2%
600000	256	1.4%
200000	137	0.8%
400000	93	0.5%
300000	65	0.4%
500000	36	0.2%
1000000	30	0.2%
100000	23	0.1%
700000	4	< 0.1%
50000	4	< 0.1%
Other values (19)	27	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17094	96.2%
10000	2	< 0.1%
20000	1	< 0.1%
30000	1	< 0.1%
40000	2	< 0.1%

Value	Count	Frequency (%)
1000000	30	0.2%
960000	1	< 0.1%
800000	2	< 0.1%
700000	4	< 0.1%
600000	256	1.4%

sumins_grp_fd3bfb
Real number (ℝ)

ZEROS

Distinct	25
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7251.955653

Minimum	0
Maximum	2800000
Zeros	17568
Zeros (%)	98.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2800000
Range	2800000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	85551.25987
Coefficient of variation (CV)	11.79699159
Kurtosis	332.8966782
Mean	7251.955653
Median Absolute Deviation (MAD)	0
Skewness	16.43237841
Sum	128860000
Variance	7319018066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	17568	98.9%
600000	48	0.3%
200000	40	0.2%
400000	26	0.1%
1000000	12	0.1%
500000	11	0.1%
300000	10	0.1%
1800000	10	0.1%
1200000	10	0.1%
800000	8	< 0.1%
Other values (15)	26	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17568	98.9%
10000	1	< 0.1%
100000	5	< 0.1%
200000	40	0.2%
250000	2	< 0.1%

Value	Count	Frequency (%)
2800000	1	< 0.1%
2600000	1	< 0.1%
2200000	1	< 0.1%
2000000	1	< 0.1%
1800000	10	0.1%

sumins_grp_70e1dd
Real number (ℝ)

ZEROS

Distinct	647
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	77388.19343

Minimum	0
Maximum	3300000
Zeros	13585
Zeros (%)	76.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	564162.6
Maximum	3300000
Range	3300000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	222708.9049
Coefficient of variation (CV)	2.877815014
Kurtosis	16.63710298
Mean	77388.19343
Median Absolute Deviation (MAD)	0
Skewness	3.76707653
Sum	1375110809
Variance	4.959925633 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13585	76.5%
1000000	558	3.1%
100000	536	3.0%
5000	387	2.2%
200000	254	1.4%
25000	249	1.4%
150000	187	1.1%
300000	184	1.0%
500000	182	1.0%
50000	141	0.8%
Other values (637)	1506	8.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13585	76.5%
3636.98	1	< 0.1%
5000	387	2.2%
8732	1	< 0.1%
8784	1	< 0.1%

Value	Count	Frequency (%)
3300000	1	< 0.1%
2722500	1	< 0.1%
2285557	1	< 0.1%
2000000	3	< 0.1%
1991152	1	< 0.1%

sumins_grp_fe5fb8
Real number (ℝ)

SKEWED ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.568349373

Minimum	0
Maximum	27868
Zeros	17768
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	27868
Range	27868
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	209.0616185
Coefficient of variation (CV)	133.3004126
Kurtosis	17769
Mean	1.568349373
Median Absolute Deviation (MAD)	0
Skewness	133.3004126
Sum	27868
Variance	43706.76031
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17768	> 99.9%
27868	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17768	> 99.9%
27868	1	< 0.1%

Value	Count	Frequency (%)
27868	1	< 0.1%
0	17768	> 99.9%

sumins_grp_e91421
Real number (ℝ)

ZEROS

Distinct	42
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10298.60994

Minimum	0
Maximum	3100000
Zeros	17509
Zeros (%)	98.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	3100000
Range	3100000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	108650.3725
Coefficient of variation (CV)	10.55000366
Kurtosis	239.6871566
Mean	10298.60994
Median Absolute Deviation (MAD)	0
Skewness	14.15601643
Sum	182996000
Variance	1.180490345 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	17509	98.5%
700000	33	0.2%
200000	33	0.2%
400000	32	0.2%
600000	30	0.2%
1400000	12	0.1%
1000000	12	0.1%
2100000	10	0.1%
800000	9	0.1%
50000	9	0.1%
Other values (32)	80	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17509	98.5%
7500	2	< 0.1%
12500	2	< 0.1%
20000	1	< 0.1%
25000	3	< 0.1%

Value	Count	Frequency (%)
3100000	1	< 0.1%
2700000	1	< 0.1%
2300000	1	< 0.1%
2200000	1	< 0.1%
2100000	10	0.1%

sumins_lh_f852af
Real number (ℝ)

ZEROS

Distinct	403
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75218.13445

Minimum	0
Maximum	10000000
Zeros	16454
Zeros (%)	92.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	746000
Maximum	10000000
Range	10000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	321121.0011
Coefficient of variation (CV)	4.269196564
Kurtosis	125.9043939
Mean	75218.13445
Median Absolute Deviation (MAD)	0
Skewness	7.886684175
Sum	1336551031
Variance	1.031186974 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16454	92.6%
1000000	246	1.4%
500000	128	0.7%
1100000	127	0.7%
600000	67	0.4%
550000	33	0.2%
1200000	33	0.2%
2000000	31	0.2%
1150000	22	0.1%
1050000	21	0.1%
Other values (393)	607	3.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16454	92.6%
100000	13	0.1%
100352	1	< 0.1%
100604	1	< 0.1%
115000	1	< 0.1%

Value	Count	Frequency (%)
10000000	1	< 0.1%
8508987	1	< 0.1%
7000000	1	< 0.1%
6000000	1	< 0.1%
5120000	1	< 0.1%

sumins_lh_947b15
Real number (ℝ)

ZEROS

Distinct	329
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11015.47532

Minimum	0
Maximum	1447000
Zeros	16315
Zeros (%)	91.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	74600
Maximum	1447000
Range	1447000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	52354.09195
Coefficient of variation (CV)	4.752776473
Kurtosis	102.6078387
Mean	11015.47532
Median Absolute Deviation (MAD)	0
Skewness	8.235481707
Sum	195733981
Variance	2740950944
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16315	91.8%
50000	157	0.9%
100000	155	0.9%
150000	131	0.7%
300000	71	0.4%
25000	54	0.3%
200000	36	0.2%
75000	35	0.2%
30000	30	0.2%
60000	27	0.2%
Other values (319)	758	4.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16315	91.8%
1175	1	< 0.1%
1890	1	< 0.1%
5000	2	< 0.1%
10000	13	0.1%

Value	Count	Frequency (%)
1447000	1	< 0.1%
950500	1	< 0.1%
907748	1	< 0.1%
847304	1	< 0.1%
824000	1	< 0.1%

prempaid_grp_6fc3e6
Real number (ℝ)

ZEROS

Distinct	39
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.82740165

Minimum	0
Maximum	14310
Zeros	17407
Zeros (%)	98.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	14310
Range	14310
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	385.4423769
Coefficient of variation (CV)	9.677818809
Kurtosis	281.0703692
Mean	39.82740165
Median Absolute Deviation (MAD)	0
Skewness	14.46983651
Sum	707693.1
Variance	148565.8259
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	17407	98.0%
318	82	0.5%
1908	80	0.5%
636	26	0.1%
3816	23	0.1%
795	19	0.1%
954	19	0.1%
3180	17	0.1%
5724	16	0.1%
1272	13	0.1%
Other values (29)	67	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17407	98.0%
159	1	< 0.1%
190.8	2	< 0.1%
318	82	0.5%
477	3	< 0.1%

Value	Count	Frequency (%)
14310	1	< 0.1%
9540	2	< 0.1%
8268	1	< 0.1%
7632	2	< 0.1%
6519	1	< 0.1%

prempaid_grp_de05ae
Real number (ℝ)

SKEWED ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.331149755

Minimum	0
Maximum	67543.2
Zeros	17763
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	67543.2
Range	67543.2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	645.0091618
Coefficient of variation (CV)	69.12429644
Kurtosis	8187.16311
Mean	9.331149755
Median Absolute Deviation (MAD)	0
Skewness	86.59532028
Sum	165805.2
Variance	416036.8188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	17763	> 99.9%
6360	1	< 0.1%
12643.68	1	< 0.1%
19105.44	1	< 0.1%
67543.2	1	< 0.1%
45194.16	1	< 0.1%
14958.72	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17763	> 99.9%
6360	1	< 0.1%
12643.68	1	< 0.1%
14958.72	1	< 0.1%
19105.44	1	< 0.1%

Value	Count	Frequency (%)
67543.2	1	< 0.1%
45194.16	1	< 0.1%
19105.44	1	< 0.1%
14958.72	1	< 0.1%
12643.68	1	< 0.1%

prempaid_grp_945b5a
Real number (ℝ)

ZEROS

Distinct	282
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2069.205446

Minimum	0
Maximum	323660.4
Zeros	16509
Zeros (%)	92.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8236.2
Maximum	323660.4
Range	323660.4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	12744.61774
Coefficient of variation (CV)	6.15918432
Kurtosis	154.5246312
Mean	2069.205446
Median Absolute Deviation (MAD)	0
Skewness	10.86641709
Sum	36767711.57
Variance	162425281.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16509	92.9%
40068	99	0.6%
2650	64	0.4%
24040.8	62	0.3%
11448	48	0.3%
8236.2	44	0.2%
22896	41	0.2%
34344	39	0.2%
4706.4	37	0.2%
16472.4	37	0.2%
Other values (272)	789	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16509	92.9%
27	3	< 0.1%
105	1	< 0.1%
243.08	1	< 0.1%
262.08	1	< 0.1%

Value	Count	Frequency (%)
323660.4	1	< 0.1%
277423.2	2	< 0.1%
232394.4	5	< 0.1%
231186	2	< 0.1%
199195.2	5	< 0.1%

prempaid_grp_6a5788
Real number (ℝ)

SKEWED ZEROS

Distinct	94
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	230.9323552

Minimum	0
Maximum	222226.88
Zeros	17659
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	222226.88
Range	222226.88
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4149.862428
Coefficient of variation (CV)	17.97003466
Kurtosis	1119.604596
Mean	230.9323552
Median Absolute Deviation (MAD)	0
Skewness	29.37932404
Sum	4103437.02
Variance	17221358.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17659	99.4%
27162.5	7	< 0.1%
11225.4	4	< 0.1%
18030.6	3	< 0.1%
25758	3	< 0.1%
30170.25	2	< 0.1%
19716	2	< 0.1%
2989.2	2	< 0.1%
61730.16	2	< 0.1%
3872.18	1	< 0.1%
Other values (84)	84	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17659	99.4%
2987.61	1	< 0.1%
2989.2	2	< 0.1%
3816	1	< 0.1%
3872.18	1	< 0.1%

Value	Count	Frequency (%)
222226.88	1	< 0.1%
179670	1	< 0.1%
172843.6	1	< 0.1%
154140.96	1	< 0.1%
129114.89	1	< 0.1%

prempaid_ltc_43b9d5
Real number (ℝ)

ZEROS

Distinct	421
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5765.591086

Minimum	0
Maximum	326904
Zeros	14521
Zeros (%)	81.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	29521
Maximum	326904
Range	326904
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	13343.58351
Coefficient of variation (CV)	2.31434788
Kurtosis	32.86318617
Mean	5765.591086
Median Absolute Deviation (MAD)	0
Skewness	3.549216651
Sum	102448788
Variance	178051220.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14521	81.7%
28302	215	1.2%
28090	165	0.9%
29362	147	0.8%
28673	132	0.7%
28779	111	0.6%
27825	107	0.6%
28408	99	0.6%
29627	88	0.5%
29203	76	0.4%
Other values (411)	2108	11.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14521	81.7%
14681	1	< 0.1%
15317	1	< 0.1%
16642	1	< 0.1%
17437	1	< 0.1%

Value	Count	Frequency (%)
326904	1	< 0.1%
203149	1	< 0.1%
172144	1	< 0.1%
166738	1	< 0.1%
156085	1	< 0.1%

prempaid_grp_9cdedf
Real number (ℝ)

ZEROS

Distinct	121
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	341.7928167

Minimum	0
Maximum	134832
Zeros	17277
Zeros (%)	97.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	134832
Range	134832
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2860.508365
Coefficient of variation (CV)	8.369129559
Kurtosis	448.1072063
Mean	341.7928167
Median Absolute Deviation (MAD)	0
Skewness	16.22405593
Sum	6073316.56
Variance	8182508.109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17277	97.2%
15900	90	0.5%
3975	43	0.2%
7950	31	0.2%
9540	31	0.2%
4770	23	0.1%
3180	23	0.1%
1590	20	0.1%
12720	13	0.1%
7155	12	0.1%
Other values (111)	206	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17277	97.2%
45	1	< 0.1%
80	1	< 0.1%
298.39	1	< 0.1%
985.8	2	< 0.1%

Value	Count	Frequency (%)
134832	1	< 0.1%
91965.6	1	< 0.1%
67416	1	< 0.1%
63600	1	< 0.1%
49608	1	< 0.1%

prempaid_grp_1581d7
Real number (ℝ)

ZEROS

Distinct	273
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	242.3186994

Minimum	0
Maximum	61215
Zeros	14952
Zeros (%)	84.1%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1908
Maximum	61215
Range	61215
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1193.249486
Coefficient of variation (CV)	4.924297997
Kurtosis	543.1149505
Mean	242.3186994
Median Absolute Deviation (MAD)	0
Skewness	16.57357323
Sum	4305760.97
Variance	1423844.336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14952	84.1%
318	1124	6.3%
1908	544	3.1%
3180	109	0.6%
954	97	0.5%
636	80	0.5%
1590	69	0.4%
1272	53	0.3%
291.5	49	0.3%
63.6	49	0.3%
Other values (263)	643	3.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14952	84.1%
12.5	1	< 0.1%
14.82	1	< 0.1%
21	1	< 0.1%
27.71	1	< 0.1%

Value	Count	Frequency (%)
61215	1	< 0.1%
37997.29	1	< 0.1%
31189.44	2	< 0.1%
20200.95	1	< 0.1%
18895.56	1	< 0.1%

prempaid_grp_22decf
Real number (ℝ)

SKEWED ZEROS

Distinct	57
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	249.1899747

Minimum	0
Maximum	312276
Zeros	17704
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	312276
Range	312276
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5970.95465
Coefficient of variation (CV)	23.96145614
Kurtosis	1283.800922
Mean	249.1899747
Median Absolute Deviation (MAD)	0
Skewness	33.07766766
Sum	4427856.66
Variance	35652299.43
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17704	99.6%
59778.7	2	< 0.1%
50609.7	2	< 0.1%
114702.6	2	< 0.1%
169626.5	2	< 0.1%
2756	2	< 0.1%
20193	2	< 0.1%
8586	2	< 0.1%
1378	2	< 0.1%
130274	2	< 0.1%
Other values (47)	47	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17704	99.6%
127	1	< 0.1%
1378	2	< 0.1%
1770	1	< 0.1%
1824.2	1	< 0.1%

Value	Count	Frequency (%)
312276	1	< 0.1%
276302.25	1	< 0.1%
247520.6	1	< 0.1%
232935	1	< 0.1%
210675	1	< 0.1%

prempaid_lh_507c37
Real number (ℝ)

SKEWED ZEROS

Distinct	531
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3524.996758

Minimum	0
Maximum	1523273
Zeros	16830
Zeros (%)	94.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	7102
Maximum	1523273
Range	1523273
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	29409.07652
Coefficient of variation (CV)	8.343008103
Kurtosis	1060.010392
Mean	3524.996758
Median Absolute Deviation (MAD)	0
Skewness	25.83220982
Sum	62635667.4
Variance	864893781.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16830	94.7%
20988	30	0.2%
22260	14	0.1%
8321	13	0.1%
41340	12	0.1%
7367	11	0.1%
27984	11	0.1%
28620	9	0.1%
17172	9	0.1%
7102	8	< 0.1%
Other values (521)	822	4.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16830	94.7%
117.6	1	< 0.1%
135.6	1	< 0.1%
155	1	< 0.1%
173.4	1	< 0.1%

Value	Count	Frequency (%)
1523273	1	< 0.1%
1472446	1	< 0.1%
1323516	1	< 0.1%
662977	1	< 0.1%
587028	1	< 0.1%

prempaid_lh_839f8a
Real number (ℝ)

ZEROS

Distinct	459
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2899.69565

Minimum	0
Maximum	632184
Zeros	17187
Zeros (%)	96.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	632184
Range	632184
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	19218.82635
Coefficient of variation (CV)	6.627877086
Kurtosis	155.5092681
Mean	2899.69565
Median Absolute Deviation (MAD)	0
Skewness	10.12530861
Sum	51524692
Variance	369363286.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17187	96.7%
57240	7	< 0.1%
33072	6	< 0.1%
42612	5	< 0.1%
102396	4	< 0.1%
32436	4	< 0.1%
67416	4	< 0.1%
27984	4	< 0.1%
19716	4	< 0.1%
66144	4	< 0.1%
Other values (449)	540	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17187	96.7%
19716	4	< 0.1%
19928	1	< 0.1%
20193	1	< 0.1%
21359	1	< 0.1%

Value	Count	Frequency (%)
632184	1	< 0.1%
403224	1	< 0.1%
368880	1	< 0.1%
366972	1	< 0.1%
325632	1	< 0.1%

prempaid_inv_e9f316
Real number (ℝ)

SKEWED ZEROS

Distinct	41
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3176.274579

Minimum	0
Maximum	7950000
Zeros	17696
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7950000
Range	7950000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	91692.37963
Coefficient of variation (CV)	28.86790085
Kurtosis	4608.401478
Mean	3176.274579
Median Absolute Deviation (MAD)	0
Skewness	61.00351571
Sum	56439223
Variance	8407492483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	17696	99.6%
190800	11	0.1%
318000	7	< 0.1%
530000	6	< 0.1%
636000	5	< 0.1%
795000	4	< 0.1%
1060000	3	< 0.1%
1590000	3	< 0.1%
1325000	2	< 0.1%
323724	1	< 0.1%
Other values (31)	31	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17696	99.6%
63600	1	< 0.1%
95400	1	< 0.1%
129744	1	< 0.1%
135256	1	< 0.1%

Value	Count	Frequency (%)
7950000	1	< 0.1%
6360000	1	< 0.1%
3180000	1	< 0.1%
2120000	1	< 0.1%
1802000	1	< 0.1%

prempaid_grp_caa6ff
Real number (ℝ)

ZEROS

Distinct	98
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	904.2281411

Minimum	0
Maximum	230868
Zeros	17094
Zeros (%)	96.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	230868
Range	230868
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6265.675519
Coefficient of variation (CV)	6.92930825
Kurtosis	267.921187
Mean	904.2281411
Median Absolute Deviation (MAD)	0
Skewness	13.02109465
Sum	16067229.84
Variance	39258689.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17094	96.2%
25567.2	168	0.9%
8522.4	93	0.5%
17044.8	66	0.4%
12783.6	39	0.2%
8013.6	32	0.2%
44265.6	32	0.2%
21306	14	0.1%
88149.6	14	0.1%
42612	13	0.1%
Other values (88)	204	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17094	96.2%
1335.6	1	< 0.1%
2671.2	9	0.1%
2703	1	< 0.1%
2951.04	1	< 0.1%

Value	Count	Frequency (%)
230868	1	< 0.1%
192390	1	< 0.1%
145008	1	< 0.1%
142146	1	< 0.1%
140428.8	1	< 0.1%

prempaid_grp_fd3bfb
Real number (ℝ)

ZEROS

Distinct	80
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	273.1711092

Minimum	0
Maximum	145008
Zeros	17568
Zeros (%)	98.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	145008
Range	145008
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3266.997749
Coefficient of variation (CV)	11.9595288
Kurtosis	451.4775515
Mean	273.1711092
Median Absolute Deviation (MAD)	0
Skewness	17.95551349
Sum	4853977.44
Variance	10673274.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17568	98.9%
25567.2	23	0.1%
8522.4	19	0.1%
17044.8	13	0.1%
8013.6	12	0.1%
5342.4	8	< 0.1%
14755.2	8	< 0.1%
41594.4	7	< 0.1%
29510.4	6	< 0.1%
42612	6	< 0.1%
Other values (70)	99	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17568	98.9%
2671.2	4	< 0.1%
3211.8	1	< 0.1%
4006.8	1	< 0.1%
4261.2	2	< 0.1%

Value	Count	Frequency (%)
145008	1	< 0.1%
96354	1	< 0.1%
90312	1	< 0.1%
87386.4	1	< 0.1%
66652.8	1	< 0.1%

prempaid_lh_e22a6a
Real number (ℝ)

ZEROS

Distinct	1008
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11085.47093

Minimum	0
Maximum	818532
Zeros	15038
Zeros (%)	84.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	73458
Maximum	818532
Range	818532
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	39547.13453
Coefficient of variation (CV)	3.567474469
Kurtosis	63.06555072
Mean	11085.47093
Median Absolute Deviation (MAD)	0
Skewness	6.482850049
Sum	196977733
Variance	1563975850
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15038	84.6%
24486	69	0.4%
23161	58	0.3%
16854	52	0.3%
8321	48	0.3%
15476	46	0.3%
19451	45	0.3%
55703	42	0.2%
20246	36	0.2%
23797	35	0.2%
Other values (998)	2300	12.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15038	84.6%
3445	1	< 0.1%
3816	1	< 0.1%
4240	20	0.1%
4929	28	0.2%

Value	Count	Frequency (%)
818532	1	< 0.1%
787421	1	< 0.1%
645434	1	< 0.1%
625241	1	< 0.1%
562436	1	< 0.1%

prempaid_grp_70e1dd
Real number (ℝ)

ZEROS

Distinct	859
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2255.055865

Minimum	0
Maximum	254018.4
Zeros	14227
Zeros (%)	80.1%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	15900
Maximum	254018.4
Range	254018.4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9374.798697
Coefficient of variation (CV)	4.157235678
Kurtosis	200.1546216
Mean	2255.055865
Median Absolute Deviation (MAD)	0
Skewness	11.46266243
Sum	40070087.66
Variance	87886850.61
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14227	80.1%
15900	535	3.0%
1590	404	2.3%
3180	204	1.1%
4770	151	0.8%
3975	144	0.8%
2385	143	0.8%
7950	137	0.8%
9540	103	0.6%
1990.68	94	0.5%
Other values (849)	1627	9.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14227	80.1%
14	1	< 0.1%
15.41	1	< 0.1%
27.14	1	< 0.1%
35	7	< 0.1%

Value	Count	Frequency (%)
254018.4	1	< 0.1%
243376	1	< 0.1%
241237.98	1	< 0.1%
240620	1	< 0.1%
201612	1	< 0.1%

prempaid_grp_e04c3a
Real number (ℝ)

SKEWED ZEROS

Distinct	96
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	623.0404829

Minimum	0
Maximum	735428
Zeros	17626
Zeros (%)	99.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	735428
Range	735428
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10810.06516
Coefficient of variation (CV)	17.35050203
Kurtosis	1535.662905
Mean	623.0404829
Median Absolute Deviation (MAD)	0
Skewness	32.03666521
Sum	11070806.34
Variance	116857508.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17626	99.2%
8586	22	0.1%
28991	5	< 0.1%
13568	5	< 0.1%
73670	4	< 0.1%
136581	4	< 0.1%
18921	3	< 0.1%
45527	3	< 0.1%
41393	2	< 0.1%
99384.54	2	< 0.1%
Other values (86)	93	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17626	99.2%
458	1	< 0.1%
1251	1	< 0.1%
1668	1	< 0.1%
1730	1	< 0.1%

Value	Count	Frequency (%)
735428	1	< 0.1%
368880	1	< 0.1%
323643.44	1	< 0.1%
314820	1	< 0.1%
280857.6	2	< 0.1%

prempaid_grp_fe5fb8
Real number (ℝ)

ZEROS

Distinct	394
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2769.392634

Minimum	0
Maximum	422277.5
Zeros	16636
Zeros (%)	93.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	15105
Maximum	422277.5
Range	422277.5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	15786.71571
Coefficient of variation (CV)	5.700425253
Kurtosis	142.2531931
Mean	2769.392634
Median Absolute Deviation (MAD)	0
Skewness	10.12560385
Sum	49209337.72
Variance	249220392.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16636	93.6%
7290.15	40	0.2%
12455	27	0.2%
22419	27	0.2%
16854	26	0.1%
36835	17	0.1%
20935	17	0.1%
29839	16	0.1%
31005	15	0.1%
15105	14	0.1%
Other values (384)	934	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16636	93.6%
268	1	< 0.1%
313.2	1	< 0.1%
480	5	< 0.1%
497	3	< 0.1%

Value	Count	Frequency (%)
422277.5	1	< 0.1%
333288.38	1	< 0.1%
301068.62	1	< 0.1%
293957.08	2	< 0.1%
286041	1	< 0.1%

prempaid_grp_94baec
Real number (ℝ)

ZEROS

Distinct	377
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2202.823792

Minimum	0
Maximum	568478
Zeros	16747
Zeros (%)	94.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4293
Maximum	568478
Range	568478
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	16984.69562
Coefficient of variation (CV)	7.710419543
Kurtosis	297.754984
Mean	2202.823792
Median Absolute Deviation (MAD)	0
Skewness	14.69179623
Sum	39141975.96
Variance	288479885.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16747	94.2%
9858	30	0.2%
8321	29	0.2%
15317	22	0.1%
1378	20	0.1%
8798	20	0.1%
172515	19	0.1%
21783	19	0.1%
2544	17	0.1%
10388	16	0.1%
Other values (367)	830	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16747	94.2%
38	1	< 0.1%
116.6	7	< 0.1%
124	2	< 0.1%
127	3	< 0.1%

Value	Count	Frequency (%)
568478	1	< 0.1%
545741	1	< 0.1%
493377	1	< 0.1%
390292	1	< 0.1%
343731.5	1	< 0.1%

prempaid_grp_e91421
Real number (ℝ)

ZEROS

Distinct	122
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	615.4164736

Minimum	0
Maximum	277423.2
Zeros	17515
Zeros (%)	98.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	277423.2
Range	277423.2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7303.805995
Coefficient of variation (CV)	11.86807034
Kurtosis	409.1265621
Mean	615.4164736
Median Absolute Deviation (MAD)	0
Skewness	17.93060816
Sum	10935335.32
Variance	53345582.01
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17515	98.6%
40068	16	0.1%
22896	15	0.1%
11448	14	0.1%
34344	11	0.1%
31545.6	7	< 0.1%
59656.8	7	< 0.1%
17172	6	< 0.1%
2798.4	5	< 0.1%
94636.8	5	< 0.1%
Other values (112)	168	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17515	98.6%
50	1	< 0.1%
90	1	< 0.1%
1590	1	< 0.1%
2120	1	< 0.1%

Value	Count	Frequency (%)
277423.2	1	< 0.1%
232394.4	1	< 0.1%
199195.2	1	< 0.1%
177189.6	1	< 0.1%
175281.6	1	< 0.1%

prempaid_lh_f852af
Real number (ℝ)

SKEWED ZEROS

Distinct	943
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8083.326334

Minimum	0
Maximum	2737344
Zeros	16454
Zeros (%)	92.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	67416
Maximum	2737344
Range	2737344
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	41246.09362
Coefficient of variation (CV)	5.102613938
Kurtosis	1121.435614
Mean	8083.326334
Median Absolute Deviation (MAD)	0
Skewness	21.00399161
Sum	143632625.6
Variance	1701240239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16454	92.6%
33708	7	< 0.1%
92856	6	< 0.1%
73140	6	< 0.1%
86496	6	< 0.1%
40704	6	< 0.1%
92220	6	< 0.1%
107484	6	< 0.1%
62964	6	< 0.1%
36252	6	< 0.1%
Other values (933)	1260	7.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16454	92.6%
10706	1	< 0.1%
10812	1	< 0.1%
12508	1	< 0.1%
12932	1	< 0.1%

Value	Count	Frequency (%)
2737344	1	< 0.1%
839891	1	< 0.1%
664991	1	< 0.1%
611832	1	< 0.1%
581675	1	< 0.1%

prempaid_lh_947b15
Real number (ℝ)

ZEROS

Distinct	1209
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17837.01674

Minimum	0
Maximum	2356327
Zeros	16317
Zeros (%)	91.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	116388
Maximum	2356327
Range	2356327
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	91421.91627
Coefficient of variation (CV)	5.125403963
Kurtosis	128.4199334
Mean	17837.01674
Median Absolute Deviation (MAD)	0
Skewness	9.437045577
Sum	316945950.4
Variance	8357966775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16317	91.8%
52788	7	< 0.1%
64872	6	< 0.1%
227052	5	< 0.1%
84588	5	< 0.1%
155820	5	< 0.1%
68688	4	< 0.1%
63600	4	< 0.1%
147552	4	< 0.1%
71868	4	< 0.1%
Other values (1199)	1408	7.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16317	91.8%
2491	1	< 0.1%
2703	1	< 0.1%
3633.1	1	< 0.1%
3759.2	1	< 0.1%

Value	Count	Frequency (%)
2356327	1	< 0.1%
1956283	1	< 0.1%
1953050	1	< 0.1%
1912134	1	< 0.1%
1593445	1	< 0.1%

ape_839f8a
Real number (ℝ)

ZEROS

Distinct	1003
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.8292718

Minimum	0
Maximum	12114
Zeros	15828
Zeros (%)	89.1%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	813.6
Maximum	12114
Range	12114
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	580.2710537
Coefficient of variation (CV)	4.539422353
Kurtosis	88.90027991
Mean	127.8292718
Median Absolute Deviation (MAD)	0
Skewness	7.886403033
Sum	2271398.33
Variance	336714.4957
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15828	89.1%
50	65	0.4%
155.4	42	0.2%
1238.4	37	0.2%
936	28	0.2%
793.2	24	0.1%
756	24	0.1%
369.6	23	0.1%
290.4	20	0.1%
249.6	20	0.1%
Other values (993)	1658	9.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15828	89.1%
15	1	< 0.1%
19	1	< 0.1%
25	3	< 0.1%
26.64	1	< 0.1%

Value	Count	Frequency (%)
12114	1	< 0.1%
11928	1	< 0.1%
11384.6	1	< 0.1%
11239.2	1	< 0.1%
9294	1	< 0.1%

ape_e22a6a
Real number (ℝ)

ZEROS

Distinct	1349
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	256.6599415

Minimum	0
Maximum	15444
Zeros	14077
Zeros (%)	79.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1603
Maximum	15444
Range	15444
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	822.3378685
Coefficient of variation (CV)	3.203997725
Kurtosis	49.65612665
Mean	256.6599415
Median Absolute Deviation (MAD)	0
Skewness	5.825903129
Sum	4560590.5
Variance	676239.57
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14077	79.2%
157	75	0.4%
462	69	0.4%
437	57	0.3%
318	49	0.3%
292	46	0.3%
1051	42	0.2%
367	41	0.2%
449	35	0.2%
382	35	0.2%
Other values (1339)	3243	18.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14077	79.2%
24	2	< 0.1%
26	14	0.1%
34	4	< 0.1%
38	1	< 0.1%

Value	Count	Frequency (%)
15444	1	< 0.1%
14857	1	< 0.1%
12178	1	< 0.1%
11797	1	< 0.1%
10726	1	< 0.1%

ape_c4bda5
Real number (ℝ)

SKEWED ZEROS

Distinct	41
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.92970904

Minimum	0
Maximum	150000
Zeros	17696
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	150000
Range	150000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1730.044899
Coefficient of variation (CV)	28.86790085
Kurtosis	4608.401478
Mean	59.92970904
Median Absolute Deviation (MAD)	0
Skewness	61.00351571
Sum	1064891
Variance	2993055.352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	17696	99.6%
3600	11	0.1%
6000	7	< 0.1%
10000	6	< 0.1%
12000	5	< 0.1%
15000	4	< 0.1%
20000	3	< 0.1%
30000	3	< 0.1%
25000	2	< 0.1%
6108	1	< 0.1%
Other values (31)	31	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17696	99.6%
1200	1	< 0.1%
1800	1	< 0.1%
2448	1	< 0.1%
2552	1	< 0.1%

Value	Count	Frequency (%)
150000	1	< 0.1%
120000	1	< 0.1%
60000	1	< 0.1%
40000	1	< 0.1%
34000	1	< 0.1%

ape_ltc
Real number (ℝ)

ZEROS

Distinct	511
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	113.3180111

Minimum	0
Maximum	6168
Zeros	14427
Zeros (%)	81.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	558
Maximum	6168
Range	6168
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	264.0786026
Coefficient of variation (CV)	2.33042038
Kurtosis	35.36519731
Mean	113.3180111
Median Absolute Deviation (MAD)	0
Skewness	3.849119401
Sum	2013547.74
Variance	69737.50833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14427	81.2%
534	215	1.2%
530	165	0.9%
554	146	0.8%
541	132	0.7%
543	111	0.6%
525	107	0.6%
536	97	0.5%
559	88	0.5%
551	76	0.4%
Other values (501)	2205	12.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14427	81.2%
56.37	1	< 0.1%
56.4	2	< 0.1%
72	1	< 0.1%
73.06	1	< 0.1%

Value	Count	Frequency (%)
6168	1	< 0.1%
4192.96	1	< 0.1%
3833	1	< 0.1%
3390	1	< 0.1%
3261.2	1	< 0.1%

ape_507c37
Real number (ℝ)

SKEWED ZEROS

Distinct	2802
Distinct (%)	15.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	662.0460729

Minimum	0
Maximum	391118.2
Zeros	11652
Zeros (%)	65.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	162
95-th percentile	3393.72
Maximum	391118.2
Range	391118.2
Interquartile range (IQR)	162

Descriptive statistics

Standard deviation	3947.925046
Coefficient of variation (CV)	5.963217981
Kurtosis	5426.522336
Mean	662.0460729
Median Absolute Deviation (MAD)	0
Skewness	57.86983378
Sum	11763896.67
Variance	15586112.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11652	65.6%
36	342	1.9%
336	156	0.9%
66	147	0.8%
51	104	0.6%
360	83	0.5%
43.56	80	0.5%
96	78	0.4%
306	58	0.3%
90	47	0.3%
Other values (2792)	5022	28.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11652	65.6%
3.6	3	< 0.1%
5.63	1	< 0.1%
6	6	< 0.1%
6.6	1	< 0.1%

Value	Count	Frequency (%)
391118.2	1	< 0.1%
85380.6	1	< 0.1%
80073	1	< 0.1%
60110	1	< 0.1%
59981.6	1	< 0.1%

f_hold_839f8a
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1092351849

Minimum	0
Maximum	1
Zeros	15828
Zeros (%)	89.1%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3119428402
Coefficient of variation (CV)	2.855699293
Kurtosis	4.278731827
Mean	0.1092351849
Median Absolute Deviation (MAD)	0
Skewness	2.505643679
Sum	1941
Variance	0.09730833556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	15828	89.1%
1	1941	10.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15828	89.1%
1	1941	10.9%

Value	Count	Frequency (%)
1	1941	10.9%
0	15828	89.1%

f_hold_e22a6a
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2077775902

Minimum	0
Maximum	1
Zeros	14077
Zeros (%)	79.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4057281447
Coefficient of variation (CV)	1.952704064
Kurtosis	0.075469243
Mean	0.2077775902
Median Absolute Deviation (MAD)	0
Skewness	1.440645953
Sum	3692
Variance	0.1646153274
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	14077	79.2%
1	3692	20.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14077	79.2%
1	3692	20.8%

Value	Count	Frequency (%)
1	3692	20.8%
0	14077	79.2%

f_hold_c4bda5
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.004108278462

Minimum	0
Maximum	1
Zeros	17696
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.06396585635
Coefficient of variation (CV)	15.56999043
Kurtosis	238.4825228
Mean	0.004108278462
Median Absolute Deviation (MAD)	0
Skewness	15.50663343
Sum	73
Variance	0.004091630778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17696	99.6%
1	73	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17696	99.6%
1	73	0.4%

Value	Count	Frequency (%)
1	73	0.4%
0	17696	99.6%

f_hold_ltc
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1880803647

Minimum	0
Maximum	1
Zeros	14427
Zeros (%)	81.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3907873278
Coefficient of variation (CV)	2.077767812
Kurtosis	0.5490172365
Mean	0.1880803647
Median Absolute Deviation (MAD)	0
Skewness	1.596544849
Sum	3342
Variance	0.1527147355
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	14427	81.2%
1	3342	18.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14427	81.2%
1	3342	18.8%

Value	Count	Frequency (%)
1	3342	18.8%
0	14427	81.2%

f_hold_507c37
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.344251224

Minimum	0
Maximum	1
Zeros	11652
Zeros (%)	65.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4751368474
Coefficient of variation (CV)	1.3802038
Kurtosis	-1.570274601
Mean	0.344251224
Median Absolute Deviation (MAD)	0
Skewness	0.6556692421
Sum	6117
Variance	0.2257550238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	11652	65.6%
1	6117	34.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11652	65.6%
1	6117	34.4%

Value	Count	Frequency (%)
1	6117	34.4%
0	11652	65.6%

sumins_839f8a
Real number (ℝ)

ZEROS

Distinct	238
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64002.91947

Minimum	0
Maximum	7900000
Zeros	15806
Zeros (%)	89.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	300000
Maximum	7900000
Range	7900000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	326097.1748
Coefficient of variation (CV)	5.095035938
Kurtosis	106.3381938
Mean	64002.91947
Median Absolute Deviation (MAD)	0
Skewness	8.770431819
Sum	1137267876
Variance	1.063393674 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15806	89.0%
50000	257	1.4%
100000	244	1.4%
1300000	126	0.7%
200000	117	0.7%
400000	115	0.6%
600000	89	0.5%
700000	76	0.4%
60000	66	0.4%
800000	64	0.4%
Other values (228)	809	4.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15806	89.0%
10000	4	< 0.1%
12060	1	< 0.1%
12500	6	< 0.1%
12960	1	< 0.1%

Value	Count	Frequency (%)
7900000	1	< 0.1%
6400000	1	< 0.1%
5600000	1	< 0.1%
5300000	2	< 0.1%
5200000	5	< 0.1%

sumins_c4bda5
Real number (ℝ)

SKEWED ZEROS

Distinct	29
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	494.5692695

Minimum	0
Maximum	1500000
Zeros	17735
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1500000
Range	1500000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	20547.18784
Coefficient of variation (CV)	41.54562184
Kurtosis	3509.063104
Mean	494.5692695
Median Absolute Deviation (MAD)	0
Skewness	55.38309653
Sum	8788001.35
Variance	422186928.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	17735	99.8%
500	3	< 0.1%
700000	2	< 0.1%
850	2	< 0.1%
300	2	< 0.1%
6000	2	< 0.1%
1450300	1	< 0.1%
300200	1	< 0.1%
15000	1	< 0.1%
4500	1	< 0.1%
Other values (19)	19	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17735	99.8%
200	1	< 0.1%
300	2	< 0.1%
350	1	< 0.1%
500	3	< 0.1%

Value	Count	Frequency (%)
1500000	1	< 0.1%
1450300	1	< 0.1%
1000000	1	< 0.1%
700000	2	< 0.1%
450200.82	1	< 0.1%

sumins_ltc
Real number (ℝ)

SKEWED ZEROS

Distinct	153
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	804.4230964

Minimum	0
Maximum	505901
Zeros	14423
Zeros (%)	81.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1500
Maximum	505901
Range	505901
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8811.112035
Coefficient of variation (CV)	10.9533305
Kurtosis	814.0050381
Mean	804.4230964
Median Absolute Deviation (MAD)	0
Skewness	22.94742542
Sum	14293794
Variance	77635695.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14423	81.2%
1200	439	2.5%
1500	321	1.8%
1000	320	1.8%
1100	314	1.8%
1400	251	1.4%
1300	241	1.4%
800	235	1.3%
900	165	0.9%
700	160	0.9%
Other values (143)	900	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14423	81.2%
200	14	0.1%
300	27	0.2%
400	55	0.3%
500	77	0.4%

Value	Count	Frequency (%)
505901	1	< 0.1%
214920	1	< 0.1%
202600	1	< 0.1%
187506	1	< 0.1%
180000	4	< 0.1%

sumins_507c37
Real number (ℝ)

ZEROS

Distinct	1443
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	183487.5038

Minimum	0
Maximum	8300000
Zeros	11413
Zeros (%)	64.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	100000
95-th percentile	1100000
Maximum	8300000
Range	8300000
Interquartile range (IQR)	100000

Descriptive statistics

Standard deviation	521381.7131
Coefficient of variation (CV)	2.841510742
Kurtosis	42.92884231
Mean	183487.5038
Median Absolute Deviation (MAD)	0
Skewness	5.46773674
Sum	3260389455
Variance	2.718388908 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11413	64.2%
200000	420	2.4%
100000	391	2.2%
5000	357	2.0%
300000	255	1.4%
25000	250	1.4%
50000	245	1.4%
1000000	197	1.1%
150000	189	1.1%
250000	175	1.0%
Other values (1433)	3877	21.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11413	64.2%
126	1	< 0.1%
136	1	< 0.1%
186	1	< 0.1%
191	1	< 0.1%

Value	Count	Frequency (%)
8300000	1	< 0.1%
7600000	1	< 0.1%
7378524	1	< 0.1%
7200000	1	< 0.1%
6800000	1	< 0.1%

prempaid_839f8a
Real number (ℝ)

ZEROS

Distinct	1005
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6761.71682

Minimum	0
Maximum	642042
Zeros	15828
Zeros (%)	89.1%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	42999.96
Maximum	642042
Range	642042
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	30731.15635
Coefficient of variation (CV)	4.544874796
Kurtosis	89.15130135
Mean	6761.71682
Median Absolute Deviation (MAD)	0
Skewness	7.897744132
Sum	120148946.2
Variance	944403970.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15828	89.1%
2650	64	0.4%
8236.2	42	0.2%
65635.2	37	0.2%
49608	28	0.2%
42039.6	24	0.1%
40068	24	0.1%
19588.8	23	0.1%
24040.8	20	0.1%
13228.8	20	0.1%
Other values (995)	1659	9.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15828	89.1%
27	3	< 0.1%
50	1	< 0.1%
105	1	< 0.1%
243.08	1	< 0.1%

Value	Count	Frequency (%)
642042	1	< 0.1%
632184	1	< 0.1%
603383.8	1	< 0.1%
595677.6	1	< 0.1%
492582	1	< 0.1%

prempaid_e22a6a
Real number (ℝ)

ZEROS

Distinct	1355
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13537.4847

Minimum	0
Maximum	818532
Zeros	14077
Zeros (%)	79.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	84704.6
Maximum	818532
Range	818532
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	43525.50591
Coefficient of variation (CV)	3.215184126
Kurtosis	49.9483656
Mean	13537.4847
Median Absolute Deviation (MAD)	0
Skewness	5.845534618
Sum	240547565.6
Variance	1894469665
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14077	79.2%
8321	75	0.4%
24486	69	0.4%
23161	57	0.3%
16854	49	0.3%
15476	46	0.3%
55703	42	0.2%
19451	41	0.2%
23797	35	0.2%
20246	35	0.2%
Other values (1345)	3243	18.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14077	79.2%
38	1	< 0.1%
116.6	7	< 0.1%
124	2	< 0.1%
127	2	< 0.1%

Value	Count	Frequency (%)
818532	1	< 0.1%
787421	1	< 0.1%
645434	1	< 0.1%
625241	1	< 0.1%
568478	1	< 0.1%

prempaid_c4bda5
Real number (ℝ)

SKEWED ZEROS

Distinct	41
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3176.274579

Minimum	0
Maximum	7950000
Zeros	17696
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7950000
Range	7950000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	91692.37963
Coefficient of variation (CV)	28.86790085
Kurtosis	4608.401478
Mean	3176.274579
Median Absolute Deviation (MAD)	0
Skewness	61.00351571
Sum	56439223
Variance	8407492483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	17696	99.6%
190800	11	0.1%
318000	7	< 0.1%
530000	6	< 0.1%
636000	5	< 0.1%
795000	4	< 0.1%
1060000	3	< 0.1%
1590000	3	< 0.1%
1325000	2	< 0.1%
323724	1	< 0.1%
Other values (31)	31	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17696	99.6%
63600	1	< 0.1%
95400	1	< 0.1%
129744	1	< 0.1%
135256	1	< 0.1%

Value	Count	Frequency (%)
7950000	1	< 0.1%
6360000	1	< 0.1%
3180000	1	< 0.1%
2120000	1	< 0.1%
1802000	1	< 0.1%

prempaid_ltc
Real number (ℝ)

ZEROS

Distinct	511
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6005.854591

Minimum	0
Maximum	326904
Zeros	14427
Zeros (%)	81.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	29574
Maximum	326904
Range	326904
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	13996.16594
Coefficient of variation (CV)	2.33042038
Kurtosis	35.36519731
Mean	6005.854591
Median Absolute Deviation (MAD)	0
Skewness	3.849119401
Sum	106718030.2
Variance	195892660.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14427	81.2%
28302	215	1.2%
28090	165	0.9%
29362	146	0.8%
28673	132	0.7%
28779	111	0.6%
27825	107	0.6%
28408	97	0.5%
29627	88	0.5%
29203	76	0.4%
Other values (501)	2205	12.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14427	81.2%
2987.61	1	< 0.1%
2989.2	2	< 0.1%
3816	1	< 0.1%
3872.18	1	< 0.1%

Value	Count	Frequency (%)
326904	1	< 0.1%
222226.88	1	< 0.1%
203149	1	< 0.1%
179670	1	< 0.1%
172843.6	1	< 0.1%

prempaid_507c37
Real number (ℝ)

ZEROS

Distinct	2813
Distinct (%)	15.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27633.4414

Minimum	0
Maximum	2380972
Zeros	11652
Zeros (%)	65.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7844
95-th percentile	158033.492
Maximum	2380972
Range	2380972
Interquartile range (IQR)	7844

Descriptive statistics

Standard deviation	99805.21624
Coefficient of variation (CV)	3.611754859
Kurtosis	102.3781547
Mean	27633.4414
Median Absolute Deviation (MAD)	0
Skewness	8.237365043
Sum	491018620.2
Variance	9961081189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11652	65.6%
1908	342	1.9%
17808	156	0.9%
3498	147	0.8%
2703	104	0.6%
19080	83	0.5%
2308.68	80	0.5%
5088	78	0.4%
16218	58	0.3%
4770	47	0.3%
Other values (2803)	5022	28.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11652	65.6%
14	1	< 0.1%
15.41	1	< 0.1%
27.14	1	< 0.1%
45	1	< 0.1%

Value	Count	Frequency (%)
2380972	1	< 0.1%
1956283	1	< 0.1%
1953050	1	< 0.1%
1912134	1	< 0.1%
1866925	1	< 0.1%

n_months_since_lapse_grp_6fc3e6
Real number (ℝ)

ZEROS

Distinct	29
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.06882773369

Minimum	-53
Maximum	101
Zeros	17719
Zeros (%)	99.7%
Negative	10
Negative (%)	0.1%
Memory size	138.9 KiB

Quantile statistics

Minimum	-53
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	101
Range	154
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.765493212
Coefficient of variation (CV)	40.1799255
Kurtosis	657.188832
Mean	0.06882773369
Median Absolute Deviation (MAD)	0
Skewness	16.64749053
Sum	1223
Variance	7.647952706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	17719	99.7%
-53	10	0.1%
83	5	< 0.1%
50	3	< 0.1%
14	3	< 0.1%
26	2	< 0.1%
41	2	< 0.1%
5	2	< 0.1%
35	2	< 0.1%
19	2	< 0.1%
Other values (19)	19	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-53	10	0.1%
0	17719	99.7%
5	2	< 0.1%
7	1	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
101	1	< 0.1%
94	1	< 0.1%
83	5	< 0.1%
82	1	< 0.1%
75	1	< 0.1%

n_months_since_lapse_grp_de05ae
Real number (ℝ)

ZEROS

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.005571500929

Minimum	-53
Maximum	79
Zeros	17763
Zeros (%)	> 99.9%
Negative	4
Negative (%)	< 0.1%
Memory size	138.9 KiB

Quantile statistics

Minimum	-53
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	79
Range	132
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0240371
Coefficient of variation (CV)	-183.7991437
Kurtosis	3675.354162
Mean	-0.005571500929
Median Absolute Deviation (MAD)	0
Skewness	-3.29452783
Sum	-99
Variance	1.048651982
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
0	17763	> 99.9%
-53	4	< 0.1%
34	1	< 0.1%
79	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-53	4	< 0.1%
0	17763	> 99.9%
34	1	< 0.1%
79	1	< 0.1%

Value	Count	Frequency (%)
79	1	< 0.1%
34	1	< 0.1%
0	17763	> 99.9%
-53	4	< 0.1%

n_months_since_lapse_grp_945b5a
Real number (ℝ)

ZEROS

Distinct	64
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17980753

Minimum	-53
Maximum	141
Zeros	17562
Zeros (%)	98.8%
Negative	52
Negative (%)	0.3%
Memory size	138.9 KiB

Quantile statistics

Minimum	-53
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	141
Range	194
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.264602101
Coefficient of variation (CV)	29.27909694
Kurtosis	192.3106787
Mean	0.17980753
Median Absolute Deviation (MAD)	0
Skewness	6.88748097
Sum	3195
Variance	27.71603528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17562	98.8%
-53	52	0.3%
20	16	0.1%
8	11	0.1%
83	7	< 0.1%
26	6	< 0.1%
22	5	< 0.1%
50	5	< 0.1%
56	5	< 0.1%
6	4	< 0.1%
Other values (54)	96	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-53	52	0.3%
0	17562	98.8%
2	1	< 0.1%
4	3	< 0.1%
6	4	< 0.1%

Value	Count	Frequency (%)
141	1	< 0.1%
128	2	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
86	1	< 0.1%

n_months_since_lapse_grp_6a5788
Real number (ℝ)

ZEROS

Distinct	18
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02065394789

Minimum	-53
Maximum	115
Zeros	17727
Zeros (%)	99.8%
Negative	18
Negative (%)	0.1%
Memory size	138.9 KiB

Quantile statistics

Minimum	-53
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	115
Range	168
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.813037882
Coefficient of variation (CV)	136.1985562
Kurtosis	636.9622809
Mean	0.02065394789
Median Absolute Deviation (MAD)	0
Skewness	10.59051597
Sum	367
Variance	7.913182125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	17727	99.8%
-53	18	0.1%
62	6	< 0.1%
20	3	< 0.1%
75	2	< 0.1%
74	1	< 0.1%
41	1	< 0.1%
38	1	< 0.1%
47	1	< 0.1%
4	1	< 0.1%
Other values (8)	8	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-53	18	0.1%
0	17727	99.8%
4	1	< 0.1%
20	3	< 0.1%
21	1	< 0.1%

Value	Count	Frequency (%)
115	1	< 0.1%
100	1	< 0.1%
79	1	< 0.1%
78	1	< 0.1%
75	2	< 0.1%

n_months_since_lapse_ltc_43b9d5
Real number (ℝ)

SKEWED ZEROS

Distinct	22
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04102650684

Minimum	0
Maximum	22
Zeros	17691
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	22
Range	22
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7355501176
Coefficient of variation (CV)	17.92865575
Kurtosis	483.9280315
Mean	0.04102650684
Median Absolute Deviation (MAD)	0
Skewness	21.15504508
Sum	729
Variance	0.5410339755
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	17691	99.6%
6	11	0.1%
3	9	0.1%
18	7	< 0.1%
2	6	< 0.1%
7	5	< 0.1%
19	5	< 0.1%
8	5	< 0.1%
12	4	< 0.1%
4	4	< 0.1%
Other values (12)	22	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17691	99.6%
1	2	< 0.1%
2	6	< 0.1%
3	9	0.1%
4	4	< 0.1%

Value	Count	Frequency (%)
22	1	< 0.1%
21	1	< 0.1%
19	5	< 0.1%
18	7	< 0.1%
17	2	< 0.1%

n_months_since_lapse_grp_9cdedf
Real number (ℝ)

ZEROS

Distinct	36
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0964038494

Minimum	-53
Maximum	105
Zeros	17698
Zeros (%)	99.6%
Negative	12
Negative (%)	0.1%
Memory size	138.9 KiB

Quantile statistics

Minimum	-53
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	105
Range	158
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.148077644
Coefficient of variation (CV)	32.65510313
Kurtosis	531.9243748
Mean	0.0964038494
Median Absolute Deviation (MAD)	0
Skewness	15.5494349
Sum	1713
Variance	9.910392853
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	17698	99.6%
-53	12	0.1%
26	6	< 0.1%
83	5	< 0.1%
14	4	< 0.1%
75	3	< 0.1%
50	3	< 0.1%
8	3	< 0.1%
13	2	< 0.1%
38	2	< 0.1%
Other values (26)	31	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-53	12	0.1%
0	17698	99.6%
5	2	< 0.1%
6	2	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
105	1	< 0.1%
101	1	< 0.1%
94	1	< 0.1%
90	1	< 0.1%
83	5	< 0.1%

n_months_since_lapse_grp_1581d7
Real number (ℝ)

ZEROS

Distinct	96
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.367156283

Minimum	-53
Maximum	141
Zeros	17237
Zeros (%)	97.0%
Negative	16
Negative (%)	0.1%
Memory size	138.9 KiB

Quantile statistics

Minimum	-53
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	141
Range	194
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.531290067
Coefficient of variation (CV)	6.971617058
Kurtosis	60.05830198
Mean	1.367156283
Median Absolute Deviation (MAD)	0
Skewness	7.153014116
Sum	24293
Variance	90.84549034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17237	97.0%
32	77	0.4%
78	71	0.4%
38	51	0.3%
31	34	0.2%
20	22	0.1%
-53	16	0.1%
81	16	0.1%
56	11	0.1%
83	10	0.1%
Other values (86)	224	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-53	16	0.1%
0	17237	97.0%
2	3	< 0.1%
3	1	< 0.1%
4	6	< 0.1%

Value	Count	Frequency (%)
141	1	< 0.1%
128	2	< 0.1%
116	1	< 0.1%
108	1	< 0.1%
105	3	< 0.1%

n_months_since_lapse_grp_22decf
Real number (ℝ)

ZEROS

Distinct	48
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2841465474

Minimum	0
Maximum	141
Zeros	17650
Zeros (%)	99.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	141
Range	141
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.280677244
Coefficient of variation (CV)	15.06503346
Kurtosis	417.0495814
Mean	0.2841465474
Median Absolute Deviation (MAD)	0
Skewness	19.13368202
Sum	5049
Variance	18.32419766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	17650	99.3%
8	10	0.1%
38	10	0.1%
26	8	< 0.1%
20	8	< 0.1%
44	7	< 0.1%
28	6	< 0.1%
32	6	< 0.1%
68	5	< 0.1%
56	4	< 0.1%
Other values (38)	55	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17650	99.3%
2	1	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
141	1	< 0.1%
117	1	< 0.1%
105	4	< 0.1%
104	1	< 0.1%
101	1	< 0.1%

n_months_since_lapse_lh_507c37
Real number (ℝ)

ZEROS

Distinct	114
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.457763521

Minimum	0
Maximum	128
Zeros	17289
Zeros (%)	97.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	128
Range	128
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.899109901
Coefficient of variation (CV)	6.790614362
Kurtosis	63.46712376
Mean	1.457763521
Median Absolute Deviation (MAD)	0
Skewness	7.675152593
Sum	25903
Variance	97.99237683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17289	97.3%
74	12	0.1%
48	12	0.1%
56	12	0.1%
42	11	0.1%
65	11	0.1%
45	10	0.1%
38	10	0.1%
70	10	0.1%
52	9	0.1%
Other values (104)	383	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17289	97.3%
1	2	< 0.1%
2	1	< 0.1%
3	3	< 0.1%
4	2	< 0.1%

Value	Count	Frequency (%)
128	2	< 0.1%
124	1	< 0.1%
123	1	< 0.1%
122	1	< 0.1%
121	1	< 0.1%

n_months_since_lapse_lh_839f8a
Real number (ℝ)

ZEROS

Distinct	50
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1502054139

Minimum	0
Maximum	71
Zeros	17663
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	71
Range	71
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.315405867
Coefficient of variation (CV)	15.41492951
Kurtosis	404.5080798
Mean	0.1502054139
Median Absolute Deviation (MAD)	0
Skewness	18.80161723
Sum	2669
Variance	5.361104331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17663	99.4%
26	15	0.1%
24	8	< 0.1%
2	5	< 0.1%
15	5	< 0.1%
12	5	< 0.1%
9	4	< 0.1%
7	4	< 0.1%
4	3	< 0.1%
35	3	< 0.1%
Other values (40)	54	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17663	99.4%
1	1	< 0.1%
2	5	< 0.1%
3	1	< 0.1%
4	3	< 0.1%

Value	Count	Frequency (%)
71	1	< 0.1%
70	1	< 0.1%
67	1	< 0.1%
63	1	< 0.1%
61	2	< 0.1%

n_months_since_lapse_inv_e9f316
Real number (ℝ)

SKEWED ZEROS

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03472339468

Minimum	0
Maximum	101
Zeros	17748
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	101
Range	101
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.274458499
Coefficient of variation (CV)	36.70316543
Kurtosis	3878.845629
Mean	0.03472339468
Median Absolute Deviation (MAD)	0
Skewness	56.0453885
Sum	617
Variance	1.624244466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	17748	99.9%
26	13	0.1%
15	2	< 0.1%
6	1	< 0.1%
14	1	< 0.1%
92	1	< 0.1%
25	1	< 0.1%
101	1	< 0.1%
11	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17748	99.9%
6	1	< 0.1%
11	1	< 0.1%
14	1	< 0.1%
15	2	< 0.1%

Value	Count	Frequency (%)
101	1	< 0.1%
92	1	< 0.1%
26	13	0.1%
25	1	< 0.1%
15	2	< 0.1%

n_months_since_lapse_grp_caa6ff
Real number (ℝ)

ZEROS

Distinct	34
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.1240362429

Minimum	-53
Maximum	75
Zeros	17655
Zeros (%)	99.4%
Negative	67
Negative (%)	0.4%
Memory size	138.9 KiB

Quantile statistics

Minimum	-53
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	75
Range	128
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.683036549
Coefficient of variation (CV)	-29.69322888
Kurtosis	199.7167756
Mean	-0.1240362429
Median Absolute Deviation (MAD)	0
Skewness	-8.277465598
Sum	-2204
Variance	13.56475822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	17655	99.4%
-53	67	0.4%
32	3	< 0.1%
34	3	< 0.1%
8	3	< 0.1%
23	3	< 0.1%
4	2	< 0.1%
36	2	< 0.1%
6	2	< 0.1%
22	2	< 0.1%
Other values (24)	27	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-53	67	0.4%
0	17655	99.4%
4	2	< 0.1%
6	2	< 0.1%
8	3	< 0.1%

Value	Count	Frequency (%)
75	1	< 0.1%
67	1	< 0.1%
64	1	< 0.1%
59	1	< 0.1%
58	1	< 0.1%

n_months_since_lapse_grp_fd3bfb
Real number (ℝ)

ZEROS

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.01598289155

Minimum	-53
Maximum	67
Zeros	17728
Zeros (%)	99.8%
Negative	18
Negative (%)	0.1%
Memory size	138.9 KiB

Quantile statistics

Minimum	-53
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	67
Range	120
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.061381645
Coefficient of variation (CV)	-128.9742621
Kurtosis	612.3590685
Mean	-0.01598289155
Median Absolute Deviation (MAD)	0
Skewness	-10.08523115
Sum	-284
Variance	4.249294285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	17728	99.8%
-53	18	0.1%
26	3	< 0.1%
17	2	< 0.1%
34	2	< 0.1%
8	2	< 0.1%
33	1	< 0.1%
53	1	< 0.1%
37	1	< 0.1%
58	1	< 0.1%
Other values (10)	10	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-53	18	0.1%
0	17728	99.8%
8	2	< 0.1%
11	1	< 0.1%
14	1	< 0.1%

Value	Count	Frequency (%)
67	1	< 0.1%
58	1	< 0.1%
53	1	< 0.1%
45	1	< 0.1%
41	1	< 0.1%

n_months_since_lapse_lh_e22a6a
Real number (ℝ)

ZEROS

Distinct	147
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.396645844

Minimum	0
Maximum	194
Zeros	16555
Zeros (%)	93.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	36
Maximum	194
Range	194
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	18.84439535
Coefficient of variation (CV)	4.286084441
Kurtosis	22.83718673
Mean	4.396645844
Median Absolute Deviation (MAD)	0
Skewness	4.71606337
Sum	78124
Variance	355.1112359
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16555	93.2%
94	19	0.1%
78	18	0.1%
21	18	0.1%
77	18	0.1%
73	18	0.1%
69	18	0.1%
85	17	0.1%
76	17	0.1%
48	16	0.1%
Other values (137)	1055	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16555	93.2%
1	15	0.1%
2	15	0.1%
3	15	0.1%
4	10	0.1%

Value	Count	Frequency (%)
194	1	< 0.1%
180	2	< 0.1%
176	1	< 0.1%
175	1	< 0.1%
163	1	< 0.1%

n_months_since_lapse_grp_70e1dd
Real number (ℝ)

ZEROS

Distinct	104
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.678091057

Minimum	-53
Maximum	154
Zeros	17147
Zeros (%)	96.5%
Negative	18
Negative (%)	0.1%
Memory size	138.9 KiB

Quantile statistics

Minimum	-53
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	154
Range	207
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.88951483
Coefficient of variation (CV)	6.489227612
Kurtosis	57.33730012
Mean	1.678091057
Median Absolute Deviation (MAD)	0
Skewness	6.911574645
Sum	29818
Variance	118.5815331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17147	96.5%
78	67	0.4%
38	52	0.3%
20	40	0.2%
8	18	0.1%
32	18	0.1%
-53	18	0.1%
81	18	0.1%
68	17	0.1%
44	16	0.1%
Other values (94)	358	2.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-53	18	0.1%
0	17147	96.5%
2	4	< 0.1%
3	1	< 0.1%
4	4	< 0.1%

Value	Count	Frequency (%)
154	2	< 0.1%
153	3	< 0.1%
141	6	< 0.1%
128	2	< 0.1%
116	1	< 0.1%

n_months_since_lapse_grp_e04c3a
Real number (ℝ)

ZEROS

Distinct	61
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.48652147

Minimum	0
Maximum	154
Zeros	17589
Zeros (%)	99.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	154
Range	154
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.829923961
Coefficient of variation (CV)	11.98287089
Kurtosis	256.2269859
Mean	0.48652147
Median Absolute Deviation (MAD)	0
Skewness	14.91924374
Sum	8645
Variance	33.98801339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17589	99.0%
68	16	0.1%
26	12	0.1%
44	11	0.1%
20	11	0.1%
8	10	0.1%
38	10	0.1%
96	7	< 0.1%
32	6	< 0.1%
28	6	< 0.1%
Other values (51)	91	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17589	99.0%
2	1	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
154	3	< 0.1%
141	1	< 0.1%
105	5	< 0.1%
104	1	< 0.1%
102	1	< 0.1%

n_months_since_lapse_grp_fe5fb8
Real number (ℝ)

ZEROS

Distinct	108
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.142551635

Minimum	0
Maximum	154
Zeros	16994
Zeros (%)	95.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	154
Range	154
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.61234089
Coefficient of variation (CV)	5.419865126
Kurtosis	46.24934112
Mean	2.142551635
Median Absolute Deviation (MAD)	0
Skewness	6.431488172
Sum	38071
Variance	134.8464609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16994	95.6%
44	79	0.4%
38	59	0.3%
20	54	0.3%
26	52	0.3%
68	45	0.3%
62	33	0.2%
56	30	0.2%
8	28	0.2%
93	22	0.1%
Other values (98)	373	2.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16994	95.6%
2	3	< 0.1%
4	3	< 0.1%
5	2	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
154	2	< 0.1%
153	3	< 0.1%
141	1	< 0.1%
128	2	< 0.1%
120	3	< 0.1%

n_months_since_lapse_grp_94baec
Real number (ℝ)

ZEROS

Distinct	106
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.429343238

Minimum	0
Maximum	154
Zeros	17225
Zeros (%)	96.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	154
Range	154
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.434552458
Coefficient of variation (CV)	6.600620625
Kurtosis	73.55063858
Mean	1.429343238
Median Absolute Deviation (MAD)	0
Skewness	8.030888171
Sum	25398
Variance	89.01078008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17225	96.9%
38	57	0.3%
20	45	0.3%
26	43	0.2%
44	37	0.2%
8	21	0.1%
68	19	0.1%
56	17	0.1%
32	15	0.1%
53	14	0.1%
Other values (96)	276	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17225	96.9%
2	3	< 0.1%
3	1	< 0.1%
4	4	< 0.1%
5	3	< 0.1%

Value	Count	Frequency (%)
154	3	< 0.1%
141	1	< 0.1%
128	2	< 0.1%
117	1	< 0.1%
116	1	< 0.1%

n_months_since_lapse_grp_e91421
Real number (ℝ)

ZEROS

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02481850414

Minimum	-53
Maximum	94
Zeros	17710
Zeros (%)	99.7%
Negative	21
Negative (%)	0.1%
Memory size	138.9 KiB

Quantile statistics

Minimum	-53
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	94
Range	147
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.932779612
Coefficient of variation (CV)	118.1690724
Kurtosis	505.5544164
Mean	0.02481850414
Median Absolute Deviation (MAD)	0
Skewness	7.799958498
Sum	441
Variance	8.601196254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	17710	99.7%
-53	21	0.1%
83	5	< 0.1%
8	5	< 0.1%
17	2	< 0.1%
26	2	< 0.1%
75	2	< 0.1%
34	2	< 0.1%
19	2	< 0.1%
23	2	< 0.1%
Other values (16)	16	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-53	21	0.1%
0	17710	99.7%
6	1	< 0.1%
7	1	< 0.1%
8	5	< 0.1%

Value	Count	Frequency (%)
94	1	< 0.1%
83	5	< 0.1%
75	2	< 0.1%
74	1	< 0.1%
72	1	< 0.1%

n_months_since_lapse_lh_f852af
Real number (ℝ)

ZEROS

Distinct	62
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3695199505

Minimum	0
Maximum	75
Zeros	17484
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	75
Range	75
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.597031926
Coefficient of variation (CV)	9.734337541
Kurtosis	151.1905096
Mean	0.3695199505
Median Absolute Deviation (MAD)	0
Skewness	11.74808038
Sum	6566
Variance	12.93863868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17484	98.4%
11	17	0.1%
9	16	0.1%
48	12	0.1%
12	12	0.1%
8	12	0.1%
10	11	0.1%
4	10	0.1%
2	9	0.1%
3	8	< 0.1%
Other values (52)	178	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17484	98.4%
1	6	< 0.1%
2	9	0.1%
3	8	< 0.1%
4	10	0.1%

Value	Count	Frequency (%)
75	1	< 0.1%
66	1	< 0.1%
64	1	< 0.1%
62	1	< 0.1%
59	1	< 0.1%

n_months_since_lapse_lh_947b15
Real number (ℝ)

SKEWED ZEROS

Distinct	74
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3544375035

Minimum	0
Maximum	249
Zeros	17660
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	249
Range	249
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.053815355
Coefficient of variation (CV)	17.08006431
Kurtosis	826.2466392
Mean	0.3544375035
Median Absolute Deviation (MAD)	0
Skewness	25.71697447
Sum	6298
Variance	36.64868036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17660	99.4%
23	4	< 0.1%
56	4	< 0.1%
15	4	< 0.1%
83	3	< 0.1%
47	3	< 0.1%
24	3	< 0.1%
22	3	< 0.1%
42	3	< 0.1%
234	2	< 0.1%
Other values (64)	80	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17660	99.4%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
249	1	< 0.1%
234	2	< 0.1%
233	1	< 0.1%
225	1	< 0.1%
198	1	< 0.1%

f_ever_bought_839f8a
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1201530756

Minimum	0
Maximum	1
Zeros	15634
Zeros (%)	88.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3251496022
Coefficient of variation (CV)	2.706128001
Kurtosis	3.460589311
Mean	0.1201530756
Median Absolute Deviation (MAD)	0
Skewness	2.336707045
Sum	2135
Variance	0.1057222638
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	15634	88.0%
1	2135	12.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15634	88.0%
1	2135	12.0%

Value	Count	Frequency (%)
1	2135	12.0%
0	15634	88.0%

f_ever_bought_e22a6a
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2588215431

Minimum	0
Maximum	1
Zeros	13170
Zeros (%)	74.1%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4379997129
Coefficient of variation (CV)	1.692284605
Kurtosis	-0.7870150443
Mean	0.2588215431
Median Absolute Deviation (MAD)	0
Skewness	1.101396183
Sum	4599
Variance	0.1918437485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	13170	74.1%
1	4599	25.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13170	74.1%
1	4599	25.9%

Value	Count	Frequency (%)
1	4599	25.9%
0	13170	74.1%

f_ever_bought_c4bda5
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.004333389611

Minimum	0
Maximum	1
Zeros	17692
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.06568754963
Coefficient of variation (CV)	15.15846843
Kurtosis	225.834466
Mean	0.004333389611
Median Absolute Deviation (MAD)	0
Skewness	15.09334446
Sum	77
Variance	0.004314854176
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17692	99.6%
1	77	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17692	99.6%
1	77	0.4%

Value	Count	Frequency (%)
1	77	0.4%
0	17692	99.6%

f_ever_bought_ltc
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1915695875

Minimum	0
Maximum	1
Zeros	14365
Zeros (%)	80.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3935471978
Coefficient of variation (CV)	2.054330246
Kurtosis	0.4574664613
Mean	0.1915695875
Median Absolute Deviation (MAD)	0
Skewness	1.567614424
Sum	3404
Variance	0.1548793969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	14365	80.8%
1	3404	19.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14365	80.8%
1	3404	19.2%

Value	Count	Frequency (%)
1	3404	19.2%
0	14365	80.8%

f_ever_bought_507c37
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.390792954

Minimum	0
Maximum	1
Zeros	10825
Zeros (%)	60.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4879418204
Coefficient of variation (CV)	1.248594212
Kurtosis	-1.799790924
Mean	0.390792954
Median Absolute Deviation (MAD)	0
Skewness	0.4476736146
Sum	6944
Variance	0.2380872201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	10825	60.9%
1	6944	39.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10825	60.9%
1	6944	39.1%

Value	Count	Frequency (%)
1	6944	39.1%
0	10825	60.9%

f_ever_bought_gi
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1183521864

Minimum	0
Maximum	1
Zeros	15666
Zeros (%)	88.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3230337738
Coefficient of variation (CV)	2.72942802
Kurtosis	3.584944147
Mean	0.1183521864
Median Absolute Deviation (MAD)	0
Skewness	2.363163273
Sum	2103
Variance	0.104350819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	15666	88.2%
1	2103	11.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15666	88.2%
1	2103	11.8%

Value	Count	Frequency (%)
1	2103	11.8%
0	15666	88.2%

n_months_last_bought_839f8a
Real number (ℝ)

ZEROS

Distinct	322
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.01277506

Minimum	0
Maximum	504
Zeros	15530
Zeros (%)	87.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	61
Maximum	504
Range	504
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	41.86128904
Coefficient of variation (CV)	4.180787924
Kurtosis	39.6171098
Mean	10.01277506
Median Absolute Deviation (MAD)	0
Skewness	5.874068301
Sum	177917
Variance	1752.36752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15530	87.4%
8	254	1.4%
84	109	0.6%
5	94	0.5%
50	72	0.4%
36	46	0.3%
10	40	0.2%
32	34	0.2%
6	33	0.2%
38	30	0.2%
Other values (312)	1527	8.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15530	87.4%
1	28	0.2%
2	25	0.1%
3	12	0.1%
4	22	0.1%

Value	Count	Frequency (%)
504	1	< 0.1%
487	1	< 0.1%
475	1	< 0.1%
467	1	< 0.1%
452	1	< 0.1%

n_months_last_bought_e22a6a
Real number (ℝ)

ZEROS

Distinct	219
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.06139907

Minimum	0
Maximum	390
Zeros	12126
Zeros (%)	68.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	149
Maximum	390
Range	390
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	49.97533611
Coefficient of variation (CV)	2.167055692
Kurtosis	4.141973731
Mean	23.06139907
Median Absolute Deviation (MAD)	0
Skewness	2.264822051
Sum	409778
Variance	2497.53422
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12126	68.2%
8	1174	6.6%
5	184	1.0%
11	95	0.5%
1	84	0.5%
20	78	0.4%
2	71	0.4%
6	69	0.4%
14	67	0.4%
4	63	0.4%
Other values (209)	3758	21.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12126	68.2%
1	84	0.5%
2	71	0.4%
3	23	0.1%
4	63	0.4%

Value	Count	Frequency (%)
390	1	< 0.1%
220	6	< 0.1%
219	21	0.1%
218	21	0.1%
217	15	0.1%

n_months_last_bought_c4bda5
Real number (ℝ)

SKEWED ZEROS

Distinct	39
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2911812708

Minimum	0
Maximum	224
Zeros	17658
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	224
Range	224
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.73539209
Coefficient of variation (CV)	19.69698146
Kurtosis	562.4351571
Mean	0.2911812708
Median Absolute Deviation (MAD)	0
Skewness	22.88076815
Sum	5174
Variance	32.89472243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	17658	99.4%
5	11	0.1%
3	8	< 0.1%
2	7	< 0.1%
10	7	< 0.1%
14	6	< 0.1%
1	5	< 0.1%
117	5	< 0.1%
12	5	< 0.1%
115	4	< 0.1%
Other values (29)	53	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17658	99.4%
1	5	< 0.1%
2	7	< 0.1%
3	8	< 0.1%
4	4	< 0.1%

Value	Count	Frequency (%)
224	1	< 0.1%
189	1	< 0.1%
137	1	< 0.1%
133	2	< 0.1%
132	2	< 0.1%

n_months_last_bought_ltc
Real number (ℝ)

ZEROS

Distinct	74
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.271596601

Minimum	0
Maximum	409
Zeros	14340
Zeros (%)	80.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	30
Maximum	409
Range	409
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	13.18643647
Coefficient of variation (CV)	3.087004159
Kurtosis	228.025801
Mean	4.271596601
Median Absolute Deviation (MAD)	0
Skewness	11.04900475
Sum	75902
Variance	173.8821069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14340	80.7%
31	288	1.6%
33	284	1.6%
32	193	1.1%
30	158	0.9%
17	130	0.7%
14	121	0.7%
15	119	0.7%
28	113	0.6%
16	107	0.6%
Other values (64)	1916	10.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14340	80.7%
1	64	0.4%
2	80	0.5%
3	71	0.4%
4	88	0.5%

Value	Count	Frequency (%)
409	1	< 0.1%
378	1	< 0.1%
331	1	< 0.1%
309	2	< 0.1%
307	1	< 0.1%

n_months_last_bought_507c37
Real number (ℝ)

ZEROS

Distinct	462
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.28538466

Minimum	0
Maximum	785
Zeros	8782
Zeros (%)	49.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	38
95-th percentile	198
Maximum	785
Range	785
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	75.6786368
Coefficient of variation (CV)	2.029713184
Kurtosis	11.3582179
Mean	37.28538466
Median Absolute Deviation (MAD)	1
Skewness	3.050293682
Sum	662524
Variance	5727.256068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8782	49.4%
8	1750	9.8%
13	448	2.5%
5	296	1.7%
82	208	1.2%
50	196	1.1%
84	176	1.0%
2	167	0.9%
1	146	0.8%
11	144	0.8%
Other values (452)	5456	30.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8782	49.4%
1	146	0.8%
2	167	0.9%
3	76	0.4%
4	132	0.7%

Value	Count	Frequency (%)
785	1	< 0.1%
748	1	< 0.1%
669	1	< 0.1%
638	1	< 0.1%
620	1	< 0.1%

n_months_last_bought_gi
Real number (ℝ)

ZEROS

Distinct	147
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.185435309

Minimum	0
Maximum	159
Zeros	15170
Zeros (%)	85.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	48
Maximum	159
Range	159
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	18.58438715
Coefficient of variation (CV)	3.583958924
Kurtosis	19.99551867
Mean	5.185435309
Median Absolute Deviation (MAD)	0
Skewness	4.323058256
Sum	92140
Variance	345.3794457
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15170	85.4%
2	187	1.1%
3	140	0.8%
1	134	0.8%
4	111	0.6%
9	99	0.6%
5	91	0.5%
8	85	0.5%
6	80	0.5%
10	72	0.4%
Other values (137)	1600	9.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15170	85.4%
1	134	0.8%
2	187	1.1%
3	140	0.8%
4	111	0.6%

Value	Count	Frequency (%)
159	2	< 0.1%
158	2	< 0.1%
157	1	< 0.1%
155	1	< 0.1%
154	2	< 0.1%

f_ever_bought_grp_6fc3e6
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0218920592

Minimum	0
Maximum	1
Zeros	17380
Zeros (%)	97.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1463352387
Coefficient of variation (CV)	6.684398088
Kurtosis	40.71283817
Mean	0.0218920592
Median Absolute Deviation (MAD)	0
Skewness	6.535155372
Sum	389
Variance	0.02141400208
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17380	97.8%
1	389	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17380	97.8%
1	389	2.2%

Value	Count	Frequency (%)
1	389	2.2%
0	17380	97.8%

f_ever_bought_grp_de05ae
Real number (ℝ)

SKEWED ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0003939445101

Minimum	0
Maximum	1
Zeros	17762
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.01984468394
Coefficient of variation (CV)	50.3743127
Kurtosis	2534.142327
Mean	0.0003939445101
Median Absolute Deviation (MAD)	0
Skewness	50.35729436
Sum	7
Variance	0.0003938114807
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17762	> 99.9%
1	7	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17762	> 99.9%
1	7	< 0.1%

Value	Count	Frequency (%)
1	7	< 0.1%
0	17762	> 99.9%

f_ever_bought_grp_945b5a
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07856379087

Minimum	0
Maximum	1
Zeros	16373
Zeros (%)	92.1%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.269064297
Coefficient of variation (CV)	3.424787602
Kurtosis	7.816309248
Mean	0.07856379087
Median Absolute Deviation (MAD)	0
Skewness	3.132958584
Sum	1396
Variance	0.0723955959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16373	92.1%
1	1396	7.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16373	92.1%
1	1396	7.9%

Value	Count	Frequency (%)
1	1396	7.9%
0	16373	92.1%

f_ever_bought_grp_6a5788
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00731611233

Minimum	0
Maximum	1
Zeros	17639
Zeros (%)	99.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.08522321031
Coefficient of variation (CV)	11.64870172
Kurtosis	131.7293873
Mean	0.00731611233
Median Absolute Deviation (MAD)	0
Skewness	11.56350122
Sum	130
Variance	0.007262995576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17639	99.3%
1	130	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17639	99.3%
1	130	0.7%

Value	Count	Frequency (%)
1	130	0.7%
0	17639	99.3%

f_ever_bought_ltc_43b9d5
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1854915865

Minimum	0
Maximum	1
Zeros	14473
Zeros (%)	81.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3887067802
Coefficient of variation (CV)	2.095549387
Kurtosis	0.6193264047
Mean	0.1854915865
Median Absolute Deviation (MAD)	0
Skewness	1.618411786
Sum	3296
Variance	0.151092961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	14473	81.5%
1	3296	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14473	81.5%
1	3296	18.5%

Value	Count	Frequency (%)
1	3296	18.5%
0	14473	81.5%

f_ever_bought_grp_9cdedf
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02960211604

Minimum	0
Maximum	1
Zeros	17243
Zeros (%)	97.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1694917328
Coefficient of variation (CV)	5.725662738
Kurtosis	28.82032068
Mean	0.02960211604
Median Absolute Deviation (MAD)	0
Skewness	5.551313071
Sum	526
Variance	0.02872744749
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17243	97.0%
1	526	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17243	97.0%
1	526	3.0%

Value	Count	Frequency (%)
1	526	3.0%
0	17243	97.0%

f_ever_bought_grp_1581d7
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1770499184

Minimum	0
Maximum	1
Zeros	14623
Zeros (%)	82.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3817216854
Coefficient of variation (CV)	2.156011643
Kurtosis	0.8638458399
Mean	0.1770499184
Median Absolute Deviation (MAD)	0
Skewness	1.692261393
Sum	3146
Variance	0.1457114451
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	14623	82.3%
1	3146	17.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14623	82.3%
1	3146	17.7%

Value	Count	Frequency (%)
1	3146	17.7%
0	14623	82.3%

f_ever_bought_grp_22decf
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.005065000844

Minimum	0
Maximum	1
Zeros	17679
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.07099035308
Coefficient of variation (CV)	14.01586204
Kurtosis	192.4929229
Mean	0.005065000844
Median Absolute Deviation (MAD)	0
Skewness	13.94529515
Sum	90
Variance	0.00503963023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17679	99.5%
1	90	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17679	99.5%
1	90	0.5%

Value	Count	Frequency (%)
1	90	0.5%
0	17679	99.5%

f_ever_bought_lh_507c37
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07957679104

Minimum	0
Maximum	1
Zeros	16355
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2706445042
Coefficient of variation (CV)	3.401048228
Kurtosis	7.655426448
Mean	0.07957679104
Median Absolute Deviation (MAD)	0
Skewness	3.107179557
Sum	1414
Variance	0.07324844763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16355	92.0%
1	1414	8.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16355	92.0%
1	1414	8.0%

Value	Count	Frequency (%)
1	1414	8.0%
0	16355	92.0%

f_ever_bought_lh_839f8a
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03731217289

Minimum	0
Maximum	1
Zeros	17106
Zeros (%)	96.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1895309902
Coefficient of variation (CV)	5.079602059
Kurtosis	21.84614774
Mean	0.03731217289
Median Absolute Deviation (MAD)	0
Skewness	4.882999984
Sum	663
Variance	0.03592199625
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17106	96.3%
1	663	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17106	96.3%
1	663	3.7%

Value	Count	Frequency (%)
1	663	3.7%
0	17106	96.3%

f_ever_bought_inv_e9f316
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.004333389611

Minimum	0
Maximum	1
Zeros	17692
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.06568754963
Coefficient of variation (CV)	15.15846843
Kurtosis	225.834466
Mean	0.004333389611
Median Absolute Deviation (MAD)	0
Skewness	15.09334446
Sum	77
Variance	0.004314854176
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17692	99.6%
1	77	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17692	99.6%
1	77	0.4%

Value	Count	Frequency (%)
1	77	0.4%
0	17692	99.6%

f_ever_bought_grp_caa6ff
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04046372897

Minimum	0
Maximum	1
Zeros	17050
Zeros (%)	96.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1970497419
Coefficient of variation (CV)	4.869787016
Kurtosis	19.76155894
Mean	0.04046372897
Median Absolute Deviation (MAD)	0
Skewness	4.664690202
Sum	719
Variance	0.03882860079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17050	96.0%
1	719	4.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17050	96.0%
1	719	4.0%

Value	Count	Frequency (%)
1	719	4.0%
0	17050	96.0%

f_ever_bought_grp_fd3bfb
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01209972424

Minimum	0
Maximum	1
Zeros	17554
Zeros (%)	98.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1093343206
Coefficient of variation (CV)	9.036100197
Kurtosis	77.68095404
Mean	0.01209972424
Median Absolute Deviation (MAD)	0
Skewness	8.925929118
Sum	215
Variance	0.01195399366
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17554	98.8%
1	215	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17554	98.8%
1	215	1.2%

Value	Count	Frequency (%)
1	215	1.2%
0	17554	98.8%

f_ever_bought_lh_e22a6a
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1951150881

Minimum	0
Maximum	1
Zeros	14302
Zeros (%)	80.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3963004279
Coefficient of variation (CV)	2.031111134
Kurtosis	0.3680351201
Mean	0.1951150881
Median Absolute Deviation (MAD)	0
Skewness	1.538828681
Sum	3467
Variance	0.1570540291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	14302	80.5%
1	3467	19.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14302	80.5%
1	3467	19.5%

Value	Count	Frequency (%)
1	3467	19.5%
0	14302	80.5%

f_ever_bought_grp_70e1dd
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2247734819

Minimum	0
Maximum	1
Zeros	13775
Zeros (%)	77.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4174448116
Coefficient of variation (CV)	1.857179984
Kurtosis	-0.2608668129
Mean	0.2247734819
Median Absolute Deviation (MAD)	0
Skewness	1.318773127
Sum	3994
Variance	0.1742601707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	13775	77.5%
1	3994	22.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13775	77.5%
1	3994	22.5%

Value	Count	Frequency (%)
1	3994	22.5%
0	13775	77.5%

f_ever_bought_grp_e04c3a
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01024255726

Minimum	0
Maximum	1
Zeros	17587
Zeros (%)	99.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1006887175
Coefficient of variation (CV)	9.830427593
Kurtosis	92.6686282
Mean	0.01024255726
Median Absolute Deviation (MAD)	0
Skewness	9.729244464
Sum	182
Variance	0.01013821784
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17587	99.0%
1	182	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17587	99.0%
1	182	1.0%

Value	Count	Frequency (%)
1	182	1.0%
0	17587	99.0%

f_ever_bought_grp_fe5fb8
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.080646069

Minimum	0
Maximum	1
Zeros	16336
Zeros (%)	91.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2722984637
Coefficient of variation (CV)	3.376462946
Kurtosis	7.490025897
Mean	0.080646069
Median Absolute Deviation (MAD)	0
Skewness	3.080451731
Sum	1433
Variance	0.07414645335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16336	91.9%
1	1433	8.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16336	91.9%
1	1433	8.1%

Value	Count	Frequency (%)
1	1433	8.1%
0	16336	91.9%

f_ever_bought_grp_94baec
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07332995667

Minimum	0
Maximum	1
Zeros	16466
Zeros (%)	92.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2606846727
Coefficient of variation (CV)	3.55495468
Kurtosis	8.718915177
Mean	0.07332995667
Median Absolute Deviation (MAD)	0
Skewness	3.273825565
Sum	1303
Variance	0.06795649856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16466	92.7%
1	1303	7.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16466	92.7%
1	1303	7.3%

Value	Count	Frequency (%)
1	1303	7.3%
0	16466	92.7%

f_ever_bought_grp_e91421
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01553266926

Minimum	0
Maximum	1
Zeros	17493
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1236619022
Coefficient of variation (CV)	7.96140703
Kurtosis	59.41326709
Mean	0.01553266926
Median Absolute Deviation (MAD)	0
Skewness	7.836235053
Sum	276
Variance	0.01529226606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17493	98.4%
1	276	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17493	98.4%
1	276	1.6%

Value	Count	Frequency (%)
1	276	1.6%
0	17493	98.4%

f_ever_bought_lh_f852af
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08160279138

Minimum	0
Maximum	1
Zeros	16319
Zeros (%)	91.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2737663123
Coefficient of variation (CV)	3.354864553
Kurtosis	7.345740737
Mean	0.08160279138
Median Absolute Deviation (MAD)	0
Skewness	3.056945198
Sum	1450
Variance	0.07494799372
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16319	91.8%
1	1450	8.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16319	91.8%
1	1450	8.2%

Value	Count	Frequency (%)
1	1450	8.2%
0	16319	91.8%

f_ever_bought_lh_947b15
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08694918116

Minimum	0
Maximum	1
Zeros	16224
Zeros (%)	91.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2817685028
Coefficient of variation (CV)	3.240611343
Kurtosis	6.59839438
Mean	0.08694918116
Median Absolute Deviation (MAD)	0
Skewness	2.932175252
Sum	1545
Variance	0.07939348914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16224	91.3%
1	1545	8.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16224	91.3%
1	1545	8.7%

Value	Count	Frequency (%)
1	1545	8.7%
0	16224	91.3%

n_months_last_bought_grp_6fc3e6
Real number (ℝ)

ZEROS

Distinct	228
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.503517362

Minimum	0
Maximum	504
Zeros	17277
Zeros (%)	97.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	504
Range	504
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	33.0021915
Coefficient of variation (CV)	7.328092433
Kurtosis	88.23872654
Mean	4.503517362
Median Absolute Deviation (MAD)	0
Skewness	8.947469461
Sum	80023
Variance	1089.144644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17277	97.2%
64	95	0.5%
84	26	0.1%
309	16	0.1%
95	6	< 0.1%
31	4	< 0.1%
377	4	< 0.1%
256	4	< 0.1%
173	4	< 0.1%
80	4	< 0.1%
Other values (218)	329	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17277	97.2%
1	2	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	2	< 0.1%

Value	Count	Frequency (%)
504	1	< 0.1%
492	1	< 0.1%
489	1	< 0.1%
487	1	< 0.1%
452	2	< 0.1%

n_months_last_bought_grp_de05ae
Real number (ℝ)

SKEWED ZEROS

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09319601553

Minimum	0
Maximum	309
Zeros	17757
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	309
Range	309
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.098528108
Coefficient of variation (CV)	43.9775036
Kurtosis	3376.518019
Mean	0.09319601553
Median Absolute Deviation (MAD)	0
Skewness	54.49980299
Sum	1656
Variance	16.79793265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	17757	99.9%
84	3	< 0.1%
86	2	< 0.1%
124	1	< 0.1%
195	1	< 0.1%
87	1	< 0.1%
309	1	< 0.1%
265	1	< 0.1%
172	1	< 0.1%
80	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17757	99.9%
80	1	< 0.1%
84	3	< 0.1%
86	2	< 0.1%
87	1	< 0.1%

Value	Count	Frequency (%)
309	1	< 0.1%
265	1	< 0.1%
195	1	< 0.1%
172	1	< 0.1%
124	1	< 0.1%

n_months_last_bought_grp_945b5a
Real number (ℝ)

ZEROS

Distinct	314
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.451066464

Minimum	0
Maximum	504
Zeros	16284
Zeros (%)	91.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	37
Maximum	504
Range	504
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	41.29105116
Coefficient of variation (CV)	4.885898287
Kurtosis	41.98915625
Mean	8.451066464
Median Absolute Deviation (MAD)	0
Skewness	6.144227401
Sum	150167
Variance	1704.950906
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16284	91.6%
8	244	1.4%
84	102	0.6%
5	85	0.5%
10	26	0.1%
1	22	0.1%
32	21	0.1%
6	21	0.1%
178	20	0.1%
11	19	0.1%
Other values (304)	925	5.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16284	91.6%
1	22	0.1%
2	12	0.1%
3	3	< 0.1%
4	16	0.1%

Value	Count	Frequency (%)
504	1	< 0.1%
487	1	< 0.1%
475	1	< 0.1%
467	1	< 0.1%
452	1	< 0.1%

n_months_last_bought_grp_6a5788
Real number (ℝ)

SKEWED ZEROS

Distinct	64
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6185491586

Minimum	0
Maximum	409
Zeros	17612
Zeros (%)	99.1%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	409
Range	409
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.84728974
Coefficient of variation (CV)	17.53666557
Kurtosis	608.4526736
Mean	0.6185491586
Median Absolute Deviation (MAD)	0
Skewness	23.12848077
Sum	10991
Variance	117.6636946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17612	99.1%
8	36	0.2%
5	16	0.1%
11	7	< 0.1%
68	7	< 0.1%
84	6	< 0.1%
6	5	< 0.1%
2	5	< 0.1%
32	4	< 0.1%
14	3	< 0.1%
Other values (54)	68	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17612	99.1%
1	2	< 0.1%
2	5	< 0.1%
4	3	< 0.1%
5	16	0.1%

Value	Count	Frequency (%)
409	1	< 0.1%
378	1	< 0.1%
331	1	< 0.1%
319	1	< 0.1%
309	2	< 0.1%

n_months_last_bought_ltc_43b9d5
Real number (ℝ)

ZEROS

Distinct	36
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.789858743

Minimum	0
Maximum	35
Zeros	14473
Zeros (%)	81.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	30
Maximum	35
Range	35
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.062651923
Coefficient of variation (CV)	2.391290161
Kurtosis	3.75519579
Mean	3.789858743
Median Absolute Deviation (MAD)	0
Skewness	2.286793473
Sum	67342
Variance	82.13165987
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	14473	81.5%
31	288	1.6%
33	284	1.6%
32	194	1.1%
30	158	0.9%
17	128	0.7%
15	119	0.7%
14	118	0.7%
28	113	0.6%
18	106	0.6%
Other values (26)	1788	10.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14473	81.5%
1	62	0.3%
2	75	0.4%
3	71	0.4%
4	85	0.5%

Value	Count	Frequency (%)
35	12	0.1%
34	47	0.3%
33	284	1.6%
32	194	1.1%
31	288	1.6%

n_months_last_bought_grp_9cdedf
Real number (ℝ)

ZEROS

Distinct	245
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.738252012

Minimum	0
Maximum	504
Zeros	17221
Zeros (%)	96.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	504
Range	504
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	33.7755853
Coefficient of variation (CV)	7.128279631
Kurtosis	82.44028866
Mean	4.738252012
Median Absolute Deviation (MAD)	0
Skewness	8.656606494
Sum	84194
Variance	1140.790163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17221	96.9%
50	52	0.3%
84	41	0.2%
8	26	0.1%
309	15	0.1%
81	8	< 0.1%
95	6	< 0.1%
173	5	< 0.1%
87	5	< 0.1%
256	5	< 0.1%
Other values (235)	385	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17221	96.9%
1	3	< 0.1%
2	3	< 0.1%
4	2	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
504	1	< 0.1%
492	1	< 0.1%
489	1	< 0.1%
487	1	< 0.1%
452	2	< 0.1%

n_months_last_bought_grp_1581d7
Real number (ℝ)

ZEROS

Distinct	389
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.41780629

Minimum	0
Maximum	504
Zeros	14399
Zeros (%)	81.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	173
Maximum	504
Range	504
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	64.75686274
Coefficient of variation (CV)	2.888635128
Kurtosis	13.97724803
Mean	22.41780629
Median Absolute Deviation (MAD)	0
Skewness	3.581822371
Sum	398342
Variance	4193.451272
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14399	81.0%
8	180	1.0%
84	135	0.8%
64	114	0.6%
12	76	0.4%
178	71	0.4%
5	70	0.4%
37	62	0.3%
93	55	0.3%
50	54	0.3%
Other values (379)	2553	14.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14399	81.0%
1	32	0.2%
2	41	0.2%
3	15	0.1%
4	33	0.2%

Value	Count	Frequency (%)
504	1	< 0.1%
493	2	< 0.1%
492	1	< 0.1%
489	1	< 0.1%
487	2	< 0.1%

n_months_last_bought_grp_22decf
Real number (ℝ)

ZEROS

Distinct	52
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5045303619

Minimum	0
Maximum	151
Zeros	17216
Zeros (%)	96.9%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	151
Range	151
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.761404739
Coefficient of variation (CV)	9.437300703
Kurtosis	332.8564749
Mean	0.5045303619
Median Absolute Deviation (MAD)	0
Skewness	16.47315106
Sum	8965
Variance	22.67097508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17216	96.9%
8	301	1.7%
5	49	0.3%
20	23	0.1%
1	23	0.1%
38	13	0.1%
11	12	0.1%
50	10	0.1%
32	9	0.1%
10	9	0.1%
Other values (42)	104	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17216	96.9%
1	23	0.1%
2	6	< 0.1%
3	2	< 0.1%
4	6	< 0.1%

Value	Count	Frequency (%)
151	1	< 0.1%
129	1	< 0.1%
117	1	< 0.1%
113	3	< 0.1%
108	1	< 0.1%

n_months_last_bought_lh_507c37
Real number (ℝ)

ZEROS

Distinct	259
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.893916371

Minimum	0
Maximum	424
Zeros	16354
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	95
Maximum	424
Range	424
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	35.85286625
Coefficient of variation (CV)	4.031167458
Kurtosis	27.23020425
Mean	8.893916371
Median Absolute Deviation (MAD)	0
Skewness	4.803301784
Sum	158036
Variance	1285.428018
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16354	92.0%
3	47	0.3%
2	38	0.2%
1	28	0.2%
94	22	0.1%
98	20	0.1%
100	20	0.1%
97	17	0.1%
95	17	0.1%
99	16	0.1%
Other values (249)	1190	6.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16354	92.0%
1	28	0.2%
2	38	0.2%
3	47	0.3%
4	12	0.1%

Value	Count	Frequency (%)
424	2	< 0.1%
412	1	< 0.1%
400	2	< 0.1%
399	1	< 0.1%
389	1	< 0.1%

n_months_last_bought_lh_839f8a
Real number (ℝ)

ZEROS

Distinct	99
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.466655411

Minimum	0
Maximum	133
Zeros	17089
Zeros (%)	96.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	133
Range	133
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.631105117
Coefficient of variation (CV)	5.88488956
Kurtosis	57.42200806
Mean	1.466655411
Median Absolute Deviation (MAD)	0
Skewness	7.046762489
Sum	26061
Variance	74.49597554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17089	96.2%
36	43	0.2%
37	19	0.1%
35	17	0.1%
38	16	0.1%
42	16	0.1%
48	15	0.1%
45	15	0.1%
44	15	0.1%
10	14	0.1%
Other values (89)	510	2.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17089	96.2%
1	5	< 0.1%
2	13	0.1%
3	9	0.1%
4	6	< 0.1%

Value	Count	Frequency (%)
133	1	< 0.1%
127	2	< 0.1%
121	1	< 0.1%
120	1	< 0.1%
119	1	< 0.1%

n_months_last_bought_inv_e9f316
Real number (ℝ)

SKEWED ZEROS

Distinct	39
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2911812708

Minimum	0
Maximum	224
Zeros	17658
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	224
Range	224
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.73539209
Coefficient of variation (CV)	19.69698146
Kurtosis	562.4351571
Mean	0.2911812708
Median Absolute Deviation (MAD)	0
Skewness	22.88076815
Sum	5174
Variance	32.89472243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	17658	99.4%
5	11	0.1%
3	8	< 0.1%
2	7	< 0.1%
10	7	< 0.1%
14	6	< 0.1%
1	5	< 0.1%
117	5	< 0.1%
12	5	< 0.1%
115	4	< 0.1%
Other values (29)	53	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17658	99.4%
1	5	< 0.1%
2	7	< 0.1%
3	8	< 0.1%
4	4	< 0.1%

Value	Count	Frequency (%)
224	1	< 0.1%
189	1	< 0.1%
137	1	< 0.1%
133	2	< 0.1%
132	2	< 0.1%

n_months_last_bought_grp_caa6ff
Real number (ℝ)

ZEROS

Distinct	247
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.115594575

Minimum	0
Maximum	504
Zeros	16973
Zeros (%)	95.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	504
Range	504
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	30.49087796
Coefficient of variation (CV)	5.960378116
Kurtosis	70.59107163
Mean	5.115594575
Median Absolute Deviation (MAD)	0
Skewness	7.791253316
Sum	90899
Variance	929.6936385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16973	95.5%
84	85	0.5%
50	67	0.4%
178	12	0.1%
80	10	0.1%
37	8	< 0.1%
11	8	< 0.1%
153	8	< 0.1%
101	7	< 0.1%
107	7	< 0.1%
Other values (237)	584	3.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16973	95.5%
1	7	< 0.1%
2	4	< 0.1%
3	3	< 0.1%
4	4	< 0.1%

Value	Count	Frequency (%)
504	1	< 0.1%
475	1	< 0.1%
409	1	< 0.1%
399	1	< 0.1%
397	2	< 0.1%

n_months_last_bought_grp_fd3bfb
Real number (ℝ)

ZEROS

Distinct	140
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.869154145

Minimum	0
Maximum	504
Zeros	17539
Zeros (%)	98.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	504
Range	504
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	20.10839713
Coefficient of variation (CV)	10.75801971
Kurtosis	195.928627
Mean	1.869154145
Median Absolute Deviation (MAD)	0
Skewness	13.21414942
Sum	33213
Variance	404.3476353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17539	98.7%
50	29	0.2%
84	23	0.1%
256	3	< 0.1%
165	3	< 0.1%
173	3	< 0.1%
80	3	< 0.1%
46	3	< 0.1%
227	3	< 0.1%
243	3	< 0.1%
Other values (130)	157	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17539	98.7%
1	1	< 0.1%
2	1	< 0.1%
6	1	< 0.1%
7	2	< 0.1%

Value	Count	Frequency (%)
504	1	< 0.1%
409	1	< 0.1%
399	1	< 0.1%
394	2	< 0.1%
379	1	< 0.1%

n_months_last_bought_lh_e22a6a
Real number (ℝ)

ZEROS

Distinct	219
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.39445101

Minimum	0
Maximum	390
Zeros	14302
Zeros (%)	80.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	152
Maximum	390
Range	390
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	51.46664262
Coefficient of variation (CV)	2.298187287
Kurtosis	3.867894163
Mean	22.39445101
Median Absolute Deviation (MAD)	0
Skewness	2.236644137
Sum	397927
Variance	2648.815302
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14302	80.5%
100	39	0.2%
213	39	0.2%
82	37	0.2%
96	36	0.2%
99	36	0.2%
130	36	0.2%
90	33	0.2%
136	33	0.2%
101	32	0.2%
Other values (209)	3146	17.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14302	80.5%
1	12	0.1%
2	20	0.1%
3	9	0.1%
4	11	0.1%

Value	Count	Frequency (%)
390	1	< 0.1%
220	7	< 0.1%
219	22	0.1%
218	21	0.1%
217	16	0.1%

n_months_last_bought_grp_70e1dd
Real number (ℝ)

ZEROS

Distinct	388
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.30001688

Minimum	0
Maximum	504
Zeros	13085
Zeros (%)	73.6%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	5
95-th percentile	173
Maximum	504
Range	504
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	64.58481662
Coefficient of variation (CV)	2.657809537
Kurtosis	13.37362824
Mean	24.30001688
Median Absolute Deviation (MAD)	0
Skewness	3.469280706
Sum	431787
Variance	4171.198537
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13085	73.6%
8	570	3.2%
13	419	2.4%
82	236	1.3%
50	180	1.0%
84	165	0.9%
5	125	0.7%
12	81	0.5%
178	73	0.4%
14	73	0.4%
Other values (378)	2762	15.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13085	73.6%
1	56	0.3%
2	37	0.2%
3	10	0.1%
4	70	0.4%

Value	Count	Frequency (%)
504	1	< 0.1%
493	2	< 0.1%
492	1	< 0.1%
489	1	< 0.1%
487	2	< 0.1%

n_months_last_bought_grp_e04c3a
Real number (ℝ)

ZEROS

Distinct	61
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7312735663

Minimum	0
Maximum	166
Zeros	17105
Zeros (%)	96.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	166
Range	166
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.266813635
Coefficient of variation (CV)	8.569725372
Kurtosis	226.4020388
Mean	0.7312735663
Median Absolute Deviation (MAD)	0
Skewness	13.75700357
Sum	12994
Variance	39.27295313
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17105	96.3%
8	345	1.9%
5	39	0.2%
11	29	0.2%
20	27	0.2%
1	23	0.1%
38	18	0.1%
32	13	0.1%
81	11	0.1%
4	11	0.1%
Other values (51)	148	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17105	96.3%
1	23	0.1%
2	7	< 0.1%
3	2	< 0.1%
4	11	0.1%

Value	Count	Frequency (%)
166	1	< 0.1%
164	1	< 0.1%
151	1	< 0.1%
117	4	< 0.1%
114	1	< 0.1%

n_months_last_bought_grp_fe5fb8
Real number (ℝ)

ZEROS

Distinct	102
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.401710845

Minimum	0
Maximum	166
Zeros	14604
Zeros (%)	82.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	12
Maximum	166
Range	166
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	12.75042395
Coefficient of variation (CV)	3.748238616
Kurtosis	39.76849013
Mean	3.401710845
Median Absolute Deviation (MAD)	0
Skewness	5.862681944
Sum	60445
Variance	162.5733109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14604	82.2%
8	1487	8.4%
5	222	1.2%
20	106	0.6%
11	97	0.5%
12	92	0.5%
2	86	0.5%
6	78	0.4%
4	78	0.4%
56	76	0.4%
Other values (92)	843	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14604	82.2%
1	70	0.4%
2	86	0.5%
3	14	0.1%
4	78	0.4%

Value	Count	Frequency (%)
166	1	< 0.1%
165	3	< 0.1%
151	1	< 0.1%
132	3	< 0.1%
117	5	< 0.1%

n_months_last_bought_grp_94baec
Real number (ℝ)

ZEROS

Distinct	100
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.384152175

Minimum	0
Maximum	166
Zeros	15323
Zeros (%)	86.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8
Maximum	166
Range	166
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.27128033
Coefficient of variation (CV)	4.308147958
Kurtosis	59.50161404
Mean	2.384152175
Median Absolute Deviation (MAD)	0
Skewness	7.066755268
Sum	42364
Variance	105.4991995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15323	86.2%
8	1168	6.6%
5	174	1.0%
11	87	0.5%
1	72	0.4%
20	68	0.4%
6	66	0.4%
14	62	0.3%
50	58	0.3%
38	55	0.3%
Other values (90)	636	3.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15323	86.2%
1	72	0.4%
2	53	0.3%
3	14	0.1%
4	52	0.3%

Value	Count	Frequency (%)
166	2	< 0.1%
151	1	< 0.1%
129	1	< 0.1%
117	3	< 0.1%
116	2	< 0.1%

n_months_last_bought_grp_e91421
Real number (ℝ)

ZEROS

Distinct	184
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.872699645

Minimum	0
Maximum	504
Zeros	17468
Zeros (%)	98.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	504
Range	504
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26.47384304
Coefficient of variation (CV)	9.215666903
Kurtosis	128.3546275
Mean	2.872699645
Median Absolute Deviation (MAD)	0
Skewness	10.83188749
Sum	51045
Variance	700.8643655
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17468	98.3%
84	26	0.1%
8	18	0.1%
309	10	0.1%
95	6	< 0.1%
87	4	< 0.1%
227	4	< 0.1%
256	4	< 0.1%
158	3	< 0.1%
173	3	< 0.1%
Other values (174)	223	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17468	98.3%
1	1	< 0.1%
2	1	< 0.1%
6	1	< 0.1%
7	2	< 0.1%

Value	Count	Frequency (%)
504	1	< 0.1%
452	1	< 0.1%
449	1	< 0.1%
426	1	< 0.1%
409	1	< 0.1%

n_months_last_bought_lh_f852af
Real number (ℝ)

ZEROS

Distinct	81
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.725870899

Minimum	0
Maximum	80
Zeros	16319
Zeros (%)	91.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	23
Maximum	80
Range	80
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.11036008
Coefficient of variation (CV)	4.075893721
Kurtosis	20.61779314
Mean	2.725870899
Median Absolute Deviation (MAD)	0
Skewness	4.533724456
Sum	48436
Variance	123.4401011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16319	91.8%
11	54	0.3%
10	42	0.2%
9	39	0.2%
12	37	0.2%
8	32	0.2%
47	32	0.2%
44	30	0.2%
49	29	0.2%
2	29	0.2%
Other values (71)	1126	6.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16319	91.8%
1	29	0.2%
2	29	0.2%
3	29	0.2%
4	28	0.2%

Value	Count	Frequency (%)
80	1	< 0.1%
79	2	< 0.1%
78	9	0.1%
77	6	< 0.1%
76	12	0.1%

n_months_last_bought_lh_947b15
Real number (ℝ)

ZEROS

Distinct	341
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.1933142

Minimum	0
Maximum	785
Zeros	16219
Zeros (%)	91.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	47
Maximum	785
Range	785
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	50.67305382
Coefficient of variation (CV)	4.971204933
Kurtosis	54.3300752
Mean	10.1933142
Median Absolute Deviation (MAD)	0
Skewness	6.868995505
Sum	181125
Variance	2567.758384
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16219	91.3%
36	33	0.2%
42	27	0.2%
48	25	0.1%
37	24	0.1%
20	23	0.1%
45	22	0.1%
35	22	0.1%
38	22	0.1%
49	20	0.1%
Other values (331)	1332	7.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16219	91.3%
1	9	0.1%
2	9	0.1%
3	6	< 0.1%
4	5	< 0.1%

Value	Count	Frequency (%)
785	1	< 0.1%
748	1	< 0.1%
669	1	< 0.1%
638	1	< 0.1%
620	1	< 0.1%

n_months_last_bought_32c74c
Real number (ℝ)

ZEROS

Distinct	41
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.57960493

Minimum	0
Maximum	43
Zeros	16424
Zeros (%)	92.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	35
Maximum	43
Range	43
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.222137445
Coefficient of variation (CV)	3.575019313
Kurtosis	9.545024046
Mean	2.57960493
Median Absolute Deviation (MAD)	0
Skewness	3.371764129
Sum	45837
Variance	85.04781905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	16424	92.4%
38	199	1.1%
37	167	0.9%
35	163	0.9%
36	152	0.9%
39	141	0.8%
34	113	0.6%
33	81	0.5%
32	55	0.3%
40	46	0.3%
Other values (31)	228	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16424	92.4%
2	3	< 0.1%
4	2	< 0.1%
5	4	< 0.1%
6	8	< 0.1%

Value	Count	Frequency (%)
43	2	< 0.1%
42	5	< 0.1%
41	42	0.2%
40	46	0.3%
39	141	0.8%

f_elx
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2323147054

Minimum	0
Maximum	1
Zeros	13641
Zeros (%)	76.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4223205186
Coefficient of variation (CV)	1.817881128
Kurtosis	-0.3926499068
Mean	0.2323147054
Median Absolute Deviation (MAD)	0
Skewness	1.267830549
Sum	4128
Variance	0.1783546205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	13641	76.8%
1	4128	23.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13641	76.8%
1	4128	23.2%

Value	Count	Frequency (%)
1	4128	23.2%
0	13641	76.8%

f_mindef_mha
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1417637458

Minimum	0
Maximum	1
Zeros	15250
Zeros (%)	85.8%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3488174791
Coefficient of variation (CV)	2.460554897
Kurtosis	2.220132325
Mean	0.1417637458
Median Absolute Deviation (MAD)	0
Skewness	2.054235247
Sum	2519
Variance	0.1216736337
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	15250	85.8%
1	2519	14.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15250	85.8%
1	2519	14.2%

Value	Count	Frequency (%)
1	2519	14.2%
0	15250	85.8%

f_retail
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7548539591

Minimum	0
Maximum	1
Zeros	4356
Zeros (%)	24.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4301858601
Coefficient of variation (CV)	0.5698928315
Kurtosis	-0.5958693466
Mean	0.7548539591
Median Absolute Deviation (MAD)	0
Skewness	-1.184988496
Sum	13413
Variance	0.1850598743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	13413	75.5%
0	4356	24.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4356	24.5%
1	13413	75.5%

Value	Count	Frequency (%)
1	13413	75.5%
0	4356	24.5%

flg_affconnect_show_interest_ever
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02763239349

Minimum	0
Maximum	1
Zeros	17278
Zeros (%)	97.2%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1639218
Coefficient of variation (CV)	5.932233126
Kurtosis	31.22695088
Mean	0.02763239349
Median Absolute Deviation (MAD)	0
Skewness	5.763977457
Sum	491
Variance	0.02687035653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17278	97.2%
1	491	2.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17278	97.2%
1	491	2.8%

Value	Count	Frequency (%)
1	491	2.8%
0	17278	97.2%

flg_affconnect_ready_to_buy_ever
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04541617424

Minimum	0
Maximum	1
Zeros	16962
Zeros (%)	95.5%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2082210012
Coefficient of variation (CV)	4.584732305
Kurtosis	17.07130524
Mean	0.04541617424
Median Absolute Deviation (MAD)	0
Skewness	4.366850557
Sum	807
Variance	0.04335598533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16962	95.5%
1	807	4.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16962	95.5%
1	807	4.5%

Value	Count	Frequency (%)
1	807	4.5%
0	16962	95.5%

n_months_since_visit_affcon
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09792334965

Minimum	0
Maximum	5
Zeros	17180
Zeros (%)	96.7%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5834084788
Coefficient of variation (CV)	5.957807621
Kurtosis	42.45547322
Mean	0.09792334965
Median Absolute Deviation (MAD)	0
Skewness	6.456290666
Sum	1740
Variance	0.3403654532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	17180	96.7%
4	166	0.9%
1	126	0.7%
3	122	0.7%
2	97	0.5%
5	78	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17180	96.7%
1	126	0.7%
2	97	0.5%
3	122	0.7%
4	166	0.9%

Value	Count	Frequency (%)
5	78	0.4%
4	166	0.9%
3	122	0.7%
2	97	0.5%
1	126	0.7%

flg_hlthclaim_839f8a_ever
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01603916934

Minimum	0
Maximum	1
Zeros	17484
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1256296247
Coefficient of variation (CV)	7.832676497
Kurtosis	57.38015155
Mean	0.01603916934
Median Absolute Deviation (MAD)	0
Skewness	7.705432701
Sum	285
Variance	0.01578280261
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17484	98.4%
1	285	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17484	98.4%
1	285	1.6%

Value	Count	Frequency (%)
1	285	1.6%
0	17484	98.4%

flg_hlthclaim_14cb37_ever
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07721312398

Minimum	0
Maximum	1
Zeros	16397
Zeros (%)	92.3%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2669368232
Coefficient of variation (CV)	3.457143156
Kurtosis	8.03743914
Mean	0.07721312398
Median Absolute Deviation (MAD)	0
Skewness	3.168049004
Sum	1372
Variance	0.07125526755
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16397	92.3%
1	1372	7.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16397	92.3%
1	1372	7.7%

Value	Count	Frequency (%)
1	1372	7.7%
0	16397	92.3%

f_purchase_lh
Real number (ℝ)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03995722888

Minimum	0
Maximum	1
Zeros	17059
Zeros (%)	96.0%
Negative	0
Negative (%)	0.0%
Memory size	138.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1958642584
Coefficient of variation (CV)	4.901847898
Kurtosis	20.07436673
Mean	0.03995722888
Median Absolute Deviation (MAD)	0
Skewness	4.698096131
Sum	710
Variance	0.03836280772
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17059	96.0%
1	710	4.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17059	96.0%
1	710	4.0%

Value	Count	Frequency (%)
1	710	4.0%
0	17059	96.0%

Overview

Variables